From 688ede131c03c68048cd59e7a70e42b78af1ae05 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Mon, 1 Jul 2024 09:16:53 +0200 Subject: [PATCH 01/70] feat: remove legacy stuff --- .gitattributes | 2 - .gitignore | 17 - .gitmodules | 3 - LICENSE | 2 +- application.py | 8 - data/british-fiction-corpus | 1 - data/stopwords/de.txt | 878 ----- data/stopwords/en.txt | 888 ----- data/stopwords/es.txt | 351 -- data/stopwords/fr.txt | 463 --- docs/img/application-screenshot.png | Bin 246192 -> 0 bytes docs/img/bmbf-logo.svg | 1 - docs/img/dariah-de-logo-en.svg | 1 - docs/img/document-topic-distributions.png | Bin 36109 -> 0 bytes docs/img/topics-overview.png | Bin 37576 -> 0 bytes poetry.lock | 621 ---- pyproject.toml | 23 - schema.sql | 35 - tests/test_utils.py | 86 - topicsexplorer/__init__.py | 0 topicsexplorer/database.py | 196 -- topicsexplorer/static/css/barplot-tooltip.css | 448 --- topicsexplorer/static/css/dariah-styles.css | 2866 ----------------- .../fonts/MuseoSansRounded-500-webfont.woff | Bin 28016 -> 0 bytes .../fonts/MuseoSansRounded-500-webfont.woff2 | Bin 22896 -> 0 bytes topicsexplorer/static/fonts/Roboto-Bold.woff | Bin 89208 -> 0 bytes topicsexplorer/static/fonts/Roboto-Bold.woff2 | Bin 63596 -> 0 bytes .../static/fonts/Roboto-BoldItalic.woff | Bin 94400 -> 0 bytes .../static/fonts/Roboto-BoldItalic.woff2 | Bin 68556 -> 0 bytes topicsexplorer/static/fonts/Roboto-Light.woff | Bin 89220 -> 0 bytes .../static/fonts/Roboto-Light.woff2 | Bin 64160 -> 0 bytes .../static/fonts/Roboto-LightItalic.woff | Bin 95332 -> 0 bytes .../static/fonts/Roboto-LightItalic.woff2 | Bin 69836 -> 0 bytes .../static/fonts/Roboto-Medium.woff | Bin 89724 -> 0 bytes .../static/fonts/Roboto-Medium.woff2 | Bin 64808 -> 0 bytes .../static/fonts/Roboto-MediumItalic.woff | Bin 97516 -> 0 bytes .../static/fonts/Roboto-MediumItalic.woff2 | Bin 71608 -> 0 bytes .../static/fonts/Roboto-Regular.woff | Bin 89432 -> 0 bytes .../static/fonts/Roboto-Regular.woff2 | Bin 64184 -> 0 bytes .../static/fonts/Roboto-RegularItalic.woff | Bin 94580 -> 0 bytes .../static/fonts/Roboto-RegularItalic.woff2 | Bin 69276 -> 0 bytes topicsexplorer/static/img/grain.png | Bin 13855 -> 0 bytes topicsexplorer/static/img/logos/bmbf-logo.svg | 1 - .../static/img/logos/dariah-aai-logo.svg | 1 - .../static/img/logos/dariah-de-logo-de.svg | 1 - .../static/img/logos/dariah-de-logo-en.svg | 1 - .../img/logos/dariah-logo-white-small.svg | 1 - .../static/img/logos/dariah-logo-white.svg | 1 - .../static/img/logos/dariah-rotate.gif | Bin 475120 -> 0 bytes .../static/img/logos/favicon-template.png | Bin 27736 -> 0 bytes topicsexplorer/static/img/logos/favicon.ico | Bin 9086 -> 0 bytes topicsexplorer/static/js/apexcharts.min.js | 1 - topicsexplorer/static/js/dariah-script.js | 85 - topicsexplorer/static/js/jquery-3.3.1.min.js | 2 - topicsexplorer/templates/base.html | 174 - topicsexplorer/templates/detail-document.html | 37 - topicsexplorer/templates/detail-topic.html | 36 - .../document-topic-distributions.html | 93 - topicsexplorer/templates/error.html | 13 - topicsexplorer/templates/help.html | 46 - topicsexplorer/templates/index.html | 99 - topicsexplorer/templates/modeling.html | 49 - .../templates/overview-documents.html | 18 - .../templates/overview-parameters.html | 47 - topicsexplorer/templates/overview-topics.html | 32 - topicsexplorer/utils.py | 244 -- topicsexplorer/views.py | 391 --- topicsexplorer/workflow.py | 125 - 68 files changed, 1 insertion(+), 8387 deletions(-) delete mode 100644 .gitattributes delete mode 100644 .gitmodules delete mode 100644 application.py delete mode 160000 data/british-fiction-corpus delete mode 100644 data/stopwords/de.txt delete mode 100755 data/stopwords/en.txt delete mode 100755 data/stopwords/es.txt delete mode 100755 data/stopwords/fr.txt delete mode 100644 docs/img/application-screenshot.png delete mode 100644 docs/img/bmbf-logo.svg delete mode 100644 docs/img/dariah-de-logo-en.svg delete mode 100644 docs/img/document-topic-distributions.png delete mode 100644 docs/img/topics-overview.png delete mode 100644 poetry.lock delete mode 100644 pyproject.toml delete mode 100644 schema.sql delete mode 100644 tests/test_utils.py delete mode 100644 topicsexplorer/__init__.py delete mode 100644 topicsexplorer/database.py delete mode 100644 topicsexplorer/static/css/barplot-tooltip.css delete mode 100755 topicsexplorer/static/css/dariah-styles.css delete mode 100644 topicsexplorer/static/fonts/MuseoSansRounded-500-webfont.woff delete mode 100644 topicsexplorer/static/fonts/MuseoSansRounded-500-webfont.woff2 delete mode 100755 topicsexplorer/static/fonts/Roboto-Bold.woff delete mode 100755 topicsexplorer/static/fonts/Roboto-Bold.woff2 delete mode 100755 topicsexplorer/static/fonts/Roboto-BoldItalic.woff delete mode 100755 topicsexplorer/static/fonts/Roboto-BoldItalic.woff2 delete mode 100755 topicsexplorer/static/fonts/Roboto-Light.woff delete mode 100755 topicsexplorer/static/fonts/Roboto-Light.woff2 delete mode 100755 topicsexplorer/static/fonts/Roboto-LightItalic.woff delete mode 100755 topicsexplorer/static/fonts/Roboto-LightItalic.woff2 delete mode 100755 topicsexplorer/static/fonts/Roboto-Medium.woff delete mode 100755 topicsexplorer/static/fonts/Roboto-Medium.woff2 delete mode 100755 topicsexplorer/static/fonts/Roboto-MediumItalic.woff delete mode 100755 topicsexplorer/static/fonts/Roboto-MediumItalic.woff2 delete mode 100755 topicsexplorer/static/fonts/Roboto-Regular.woff delete mode 100755 topicsexplorer/static/fonts/Roboto-Regular.woff2 delete mode 100755 topicsexplorer/static/fonts/Roboto-RegularItalic.woff delete mode 100755 topicsexplorer/static/fonts/Roboto-RegularItalic.woff2 delete mode 100644 topicsexplorer/static/img/grain.png delete mode 100644 topicsexplorer/static/img/logos/bmbf-logo.svg delete mode 100644 topicsexplorer/static/img/logos/dariah-aai-logo.svg delete mode 100644 topicsexplorer/static/img/logos/dariah-de-logo-de.svg delete mode 100644 topicsexplorer/static/img/logos/dariah-de-logo-en.svg delete mode 100644 topicsexplorer/static/img/logos/dariah-logo-white-small.svg delete mode 100644 topicsexplorer/static/img/logos/dariah-logo-white.svg delete mode 100644 topicsexplorer/static/img/logos/dariah-rotate.gif delete mode 100644 topicsexplorer/static/img/logos/favicon-template.png delete mode 100644 topicsexplorer/static/img/logos/favicon.ico delete mode 100644 topicsexplorer/static/js/apexcharts.min.js delete mode 100644 topicsexplorer/static/js/dariah-script.js delete mode 100644 topicsexplorer/static/js/jquery-3.3.1.min.js delete mode 100644 topicsexplorer/templates/base.html delete mode 100644 topicsexplorer/templates/detail-document.html delete mode 100644 topicsexplorer/templates/detail-topic.html delete mode 100644 topicsexplorer/templates/document-topic-distributions.html delete mode 100644 topicsexplorer/templates/error.html delete mode 100644 topicsexplorer/templates/help.html delete mode 100644 topicsexplorer/templates/index.html delete mode 100644 topicsexplorer/templates/modeling.html delete mode 100644 topicsexplorer/templates/overview-documents.html delete mode 100644 topicsexplorer/templates/overview-parameters.html delete mode 100644 topicsexplorer/templates/overview-topics.html delete mode 100644 topicsexplorer/utils.py delete mode 100644 topicsexplorer/views.py delete mode 100644 topicsexplorer/workflow.py diff --git a/.gitattributes b/.gitattributes deleted file mode 100644 index abb0e2d..0000000 --- a/.gitattributes +++ /dev/null @@ -1,2 +0,0 @@ -*.css linguist-vendored -*.html linguist-vendored diff --git a/.gitignore b/.gitignore index 9559b49..e69de29 100644 --- a/.gitignore +++ b/.gitignore @@ -1,17 +0,0 @@ -node_modules -venv/* -.idea/* -webapp.log -static/topicmodeling.zip -__pycache__/* -.cache/ -tests/__pycache__ -.pytest_cache/ -application/__pycache__/* -topicmodeling.zip -.zip -tests.xml -htmlcov -coverage.xml -.coverage -.idea/* diff --git a/.gitmodules b/.gitmodules deleted file mode 100644 index b36a668..0000000 --- a/.gitmodules +++ /dev/null @@ -1,3 +0,0 @@ -[submodule "data/british-fiction-corpus"] - path = data/british-fiction-corpus - url = https://github.com/cophi-wue/british-fiction-corpus diff --git a/LICENSE b/LICENSE index 261eeb9..660e023 100644 --- a/LICENSE +++ b/LICENSE @@ -186,7 +186,7 @@ same "printed page" as the copyright notice for easier identification within third-party archives. - Copyright [yyyy] [name of copyright owner] + Copyright 2018-2024 DARIAH-DE Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. diff --git a/application.py b/application.py deleted file mode 100644 index f6e31a7..0000000 --- a/application.py +++ /dev/null @@ -1,8 +0,0 @@ -import webbrowser - -from topicsexplorer import views - - -if __name__ == "__main__": - webbrowser.open("http://localhost:5001/") - views.web.run(port=5001) diff --git a/data/british-fiction-corpus b/data/british-fiction-corpus deleted file mode 160000 index 84803dc..0000000 --- a/data/british-fiction-corpus +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 84803dc06a3794413854fdd363d17feb113adb57 diff --git a/data/stopwords/de.txt b/data/stopwords/de.txt deleted file mode 100644 index e6e1179..0000000 --- a/data/stopwords/de.txt +++ /dev/null @@ -1,878 +0,0 @@ -a -ab -aber -aber -ach -acht -achte -achten -achter -achtes -ag -alle -allein -allem -allen -aller -allerdings -alles -allgemeinen -als -als -also -am -an -andere -anderen -andern -anders -au -auch -auch -auf -aus -ausser -außer -ausserdem -außerdem -b -bald -bei -beide -beiden -beim -beispiel -bekannt -bereits -besonders -besser -besten -bin -bis -bisher -bist -c -d -da -dabei -dadurch -dafür -dagegen -daher -dahin -dahinter -damals -damit -danach -daneben -dank -dann -daran -darauf -daraus -darf -darfst -darin 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b/tests/test_utils.py deleted file mode 100644 index c019953..0000000 --- a/tests/test_utils.py +++ /dev/null @@ -1,86 +0,0 @@ -import logging -from pathlib import Path -import sys -import xml - -import cophi -import numpy as np -import pytest - -sys.path.insert(0, str(Path(".").absolute())) - -from application import utils - - -TEST_STRING = "very-nice-great-success" - - -def test_init_app(): - app = utils.init_app(TEST_STRING) - assert app.name == TEST_STRING - -def test_init_logging(): - # TODO - pass - -def test_init_db(): - # TODO - pass - -def test_format_logging(): - a = "n_documents: 1" - b = "vocab_size: 1" - c = "n_words: 1" - d = "n_topics: 1" - e = "n_iter: 1" - f = "<1> log likelihood: 1" - assert utils.format_logging(a) == "Number of documents: 1" - assert utils.format_logging(b) == "Number of types: 1" - assert utils.format_logging(c) == "Number of tokens: 1" - assert utils.format_logging(d) == "Number of topics: 1" - assert utils.format_logging(e) == "Initializing topic model..." - assert utils.format_logging(f) == "Iteration 1" - assert utils.format_logging(TEST_STRING) == TEST_STRING - - -def test_textfile(): - # TODO - pass - - -def test_remove_markup(): - text = "{}".format(TEST_STRING) - assert utils.remove_markup(text) == TEST_STRING - with pytest.raises(xml.etree.ElementTree.ParseError): - text = "{}".format(TEST_STRING) - utils.remove_markup(text) - -def test_get_documents(): - textfiles = [("A", "This is a document.")] - documents = list(utils.get_documents(textfiles)) - for document in documents: - assert document.title == "A" - assert document.text == "This is a document." - -def test_get_stopwords(): - # TODO - pass - -def test_get_data(): - # TODO - pass - -def test_get_topics(): - # TODO - pass - -def test_get_document_topic(): - # TODO - pass - -def test_get_cosine(): - matrix = np.array([[1, 2], [1, 3]]) - descriptors = ["A", "B"] - similarites = utils.get_cosine(matrix, descriptors) - assert similarites.sum().sum() == 3.9611613513818402 - diff --git a/topicsexplorer/__init__.py b/topicsexplorer/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/topicsexplorer/database.py b/topicsexplorer/database.py deleted file mode 100644 index c957d64..0000000 --- a/topicsexplorer/database.py +++ /dev/null @@ -1,196 +0,0 @@ -import logging -import sqlite3 - -import flask - -from topicsexplorer import utils - - -def get_db(): - """Create connection to SQLite database.""" - logging.info("Connecting to database...") - if "db" not in flask.g: - flask.g.db = sqlite3.connect(str(utils.DATABASE)) - return flask.g.db - - -def close_db(e=None): - """Close connection to SQLite database.""" - logging.info("Closing connection to database...") - db = flask.g.pop("db", None) - if db is not None: - db.close() - - -def _insert_into_textfiles(db, data): - for textfile in data: - title, content = utils.load_textfile(textfile) - if content: - logging.info("Insert '{}' into database...".format(title)) - db.execute( - "INSERT INTO textfiles (title, content) VALUES(?, ?);", - [title, content], - ) - - -def _insert_into_token_freqs(db, data): - logging.info("Insert token frequencies into database...") - db.execute( - "INSERT INTO token_freqs (content) VALUES(?);", - [data], - ) - - -def insert_into(table, data): - """Insert data into database.""" - db = get_db() - if table in {"textfiles"}: - _insert_into_textfiles(db, data) - elif table in {"token_freqs"}: - _insert_into_token_freqs(db, data) - elif table in {"stopwords"}: - _insert_into_stopwords(db, data) - elif table in {"model"}: - _insert_into_model(db, data) - elif table in {"parameters"}: - _insert_into_parameters(db, data) - db.commit() - close_db() - - -def update(table, data): - """Update table in database.""" - db = get_db() - if table in {"textfiles"}: - _update_textfile_sizes(db, data) - db.commit() - close_db() - - -def _update_textfile_sizes(db, data): - logging.info("Update textfile sizes in database...") - for title, size in data.items(): - db.execute( - "UPDATE textfiles SET size = ? WHERE title = ?;", - [size, title], - ) - - -def _insert_into_parameters(db, data): - logging.info("Insert parameters into database...") - db.execute( - "INSERT INTO parameters (content) VALUES(?);", - [data], - ) - - -def _insert_into_model(db, data): - logging.info("Insert topic model output into database...") - db.execute( - "INSERT INTO model (document_topic, topics, document_similarities, topic_similarities) VALUES(?, ?, ?, ?);", - [ - data["document_topic"], - data["topics"], - data["document_similarities"], - data["topic_similarities"], - ], - ) - - -def _insert_into_stopwords(db, data): - logging.info("Insert stopwords into database...") - db.execute( - "INSERT INTO stopwords (content) VALUES(?);", - [data], - ) - - -def select(value, **kwargs): - """Select values from database.""" - db = get_db() - cursor = db.cursor() - if value in {"textfiles"}: - return _select_textfiles(cursor) - elif value in {"token_freqs"}: - return _select_token_freqs(cursor) - elif value in {"document_topic_distributions"}: - return _select_document_topic_distributions(cursor) - elif value in {"topics"}: - return _select_topics(cursor) - elif value in {"textfile"}: - return _select_textfile(cursor, **kwargs) - elif value in {"document_similarities"}: - return _select_document_similarities(cursor) - elif value in {"topic_similarities"}: - return _select_topic_similarities(cursor) - elif value in {"stopwords"}: - return _select_stopwords(cursor) - elif value in {"data_export"}: - return _select_data_export(cursor) - elif value in {"parameters"}: - return _select_parameters(cursor) - elif value in {"textfile_sizes"}: - return _select_textfile_sizes(cursor) - - -def _select_textfile_sizes(cursor): - logging.info("Select textfile sizes from database...") - return cursor.execute("SELECT title, size FROM textfiles;").fetchall() - - -def _select_parameters(cursor): - logging.info("Select parameters from database...") - return cursor.execute("SELECT content FROM parameters;").fetchone() - - -def _select_stopwords(cursor): - logging.info("Select stopwords from database...") - return cursor.execute("SELECT content FROM stopwords;").fetchone()[0] - - -def _select_document_similarities(cursor): - logging.info("Select document similarity matrix from database...") - return cursor.execute("SELECT document_similarities FROM model;").fetchone()[0] - - -def _select_topic_similarities(cursor): - logging.info("Select topic similarity matrix from database...") - return cursor.execute("SELECT topic_similarities FROM model;").fetchone()[0] - - -def _select_token_freqs(cursor): - logging.info("Select token frequencies from database...") - return cursor.execute("SELECT content FROM token_freqs;").fetchone()[0] - - -def _select_textfiles(cursor): - logging.info("Select textfiles from database...") - return cursor.execute("SELECT title, content FROM textfiles;").fetchall() - - -def _select_document_topic_distributions(cursor): - logging.info("Select document-topic distributions from database...") - return cursor.execute("SELECT document_topic FROM model;").fetchone()[0] - - -def _select_topics(cursor): - logging.info("Select topics from database...") - return cursor.execute("SELECT topics FROM model;").fetchone()[0] - - -def _select_textfile(cursor, title): - logging.info("Select '{}' from database...".format(title)) - return cursor.execute( - "SELECT content FROM textfiles WHERE title = ?;", - [title], - ).fetchone()[0] - - -def _select_data_export(cursor): - stopwords = _select_stopwords(cursor) - - logging.info("Select model output from database...") - model = cursor.execute( - "SELECT document_topic, topics, document_similarities, topic_similarities FROM model;" - ).fetchone() - return model, stopwords diff --git a/topicsexplorer/static/css/barplot-tooltip.css b/topicsexplorer/static/css/barplot-tooltip.css deleted file mode 100644 index f657948..0000000 --- a/topicsexplorer/static/css/barplot-tooltip.css +++ /dev/null @@ -1,448 +0,0 @@ -button[data-balloon] { - overflow: visible; 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- width: 100%; -} \ No newline at end of file diff --git a/topicsexplorer/static/css/dariah-styles.css b/topicsexplorer/static/css/dariah-styles.css deleted file mode 100755 index f3da040..0000000 --- a/topicsexplorer/static/css/dariah-styles.css +++ /dev/null @@ -1,2866 +0,0 @@ -/*! Using parts of normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */ - -html { - -webkit-box-sizing: border-box; - box-sizing: border-box; - font-family: sans-serif; - -ms-text-size-adjust: 100%; - -webkit-text-size-adjust: 100% -} - -*, -:after, -:before { - -webkit-box-sizing: inherit; - box-sizing: inherit; - margin: 0; - padding: 0 -} - -article, -aside, -details, -figcaption, -figure, -footer, -header, -hgroup, -main, -menu, -nav, -section { - display: block -} - -audio, -canvas, -progress, -video { - display: inline-block; - vertical-align: baseline -} - -audio:not([controls]) { - display: none; - height: 0 -} - -[hidden], -template { - display: none -} - -a { - background-color: transparent -} - -a:active, -a:hover { - outline: 0 -} - -abbr[title] { - border-bottom: none; - text-decoration: underline; - -webkit-text-decoration: underline dotted; - text-decoration: underline dotted -} - -b, -strong { - font-weight: 700; - line-height: 1 -} - -dfn { - 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Object.assign&&(Object.assign=function(t){if(null==t)throw new TypeError("Cannot convert undefined or null to object");for(var e=Object(t),i=1;is&&r.globals.seriesX[e][a]"}this.w.globals.easing=t}},{key:"animateLine",value:function(t,e,i,a){t.attr(e).animate(a).attr(i)}},{key:"animateCircleRadius",value:function(t,e,i,a,s){e||(e=0),t.attr({r:e}).animate(a,s).attr({r:i})}},{key:"animateCircle",value:function(t,e,i,a,s){t.attr({r:e.r,cx:e.cx,cy:e.cy}).animate(a,s).attr({r:i.r,cx:i.cx,cy:i.cy})}},{key:"animateRect",value:function(t,e,i,a){t.attr(e).animate(a).attr(i)}},{key:"animatePathsGradually",value:function(t){var e=t.el,i=t.j,a=t.pathFrom,s=t.pathTo,n=t.speed,r=t.delay,o=t.strokeWidth,l=this.w,h=0;l.config.chart.animations.animateGradually.enabled&&(h=l.config.chart.animations.animateGradually.delay),l.config.chart.animations.dynamicAnimation.enabled&&l.globals.dataChanged&&(h=0),this.morphSVG(e,i,a,s,n,o,r*h)}},{key:"showDelayedElements",value:function(){this.w.globals.delayedElements.forEach(function(t){t.el.classList.remove("hidden")})}},{key:"morphSVG",value:function(t,e,i,a,s,n,r){var o=this,l=this.w;i||(i=t.attr("pathFrom")),a||(a=t.attr("pathTo")),(-1=t.from&&i<=t.to&&a[e].classList.remove("legend-mouseover-inactive")}}(i.config.plotOptions.heatmap.colorScale.ranges[n])}else"mouseout"===t.type&&s()}},{key:"getActiveSeriesIndex",value:function(){var i=this.w,t=0;if(1e.length?t:e},0);t.globals.yAxisScale[0].niceMax=e,t.globals.yAxisScale[0].niceMin=e}}}]),e}();e.default=o},function(t,e,i){"use strict";var a=function(){function a(t,e){for(var i=0;i=t.from&&A[r][e]<=t.to&&(s=t.color)});var 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v=i+o*this.visibleI;n=d.move(v,l),r=d.move(v,l),0=this.barOptions.colors.backgroundBarColors.length&&(x=0);var y=this.barOptions.colors.backgroundBarColors[x],w=d.drawRect(v-o*this.visibleI,0,o*this.seriesLen,u.globals.gridHeight,0,y,this.barOptions.colors.backgroundBarOpacity);c.add(w),w.node.classList.add("apexcharts-backgroundBar")}return{pathTo:n,pathFrom:r,x:i,y:a,barXPosition:v}}},{key:"getPathFrom",value:function(t,e){2e.globals.gridWidth&&(l=l-o.width-h),{bcx:i,bcy:n,dataLabelsX:l,dataLabelsY:f}}},{key:"drawCalculatedDataLabels",value:function(t){var e=t.x,i=t.y,a=t.val,s=t.i,n=t.j,r=t.dataLabelsConfig,o=this.w,l=new p.default(this.ctx),h=new 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i=this.w,e=i.globals,a=this.getyAxisLabelsCoords(),s=this.getxAxisLabelsCoords(),n=this.getyAxisTitleCoords(),r=this.getxAxisTitleCoords();i.globals.yLabelsCoords=[],i.globals.yTitleCoords=[],i.config.yaxis.map(function(t,e){i.globals.yLabelsCoords.push({width:a[e].width,index:e}),i.globals.yTitleCoords.push({width:n[e].width,index:e})}),this.conditionalChecksForAxisCoords(s,r),e.translateXAxisY=i.globals.rotateXLabels?this.xAxisHeight/8:-4,e.translateXAxisX=i.globals.rotateXLabels&&i.globals.isXNumeric&&i.config.xaxis.labels.rotate<=-45?-this.xAxisWidth/4:0,this.isBarHorizontal&&(e.rotateXLabels=!1,e.translateXAxisY=parseInt(i.config.xaxis.labels.style.fontSize)/1.5*-1),e.translateXAxisY=e.translateXAxisY+i.config.xaxis.labels.offsetY,e.translateXAxisX=e.translateXAxisX+i.config.xaxis.labels.offsetX;var o=this.yAxisWidth,l=this.xAxisHeight;e.xAxisLabelsHeight=this.xAxisHeight,e.xAxisHeight=this.xAxisHeight;var h=10;switch(i.config.grid.show||(o=0,l=35),this.isSparkline&&(t={height:0,width:0},h=o=l=0),i.config.legend.position){case"bottom":e.translateY=h,e.translateX=o,e.gridHeight=e.svgHeight-t.height-l-(this.isSparkline?0:i.globals.rotateXLabels?10:15),e.gridWidth=e.svgWidth-o;break;case"top":e.translateY=t.height+h,e.translateX=o,e.gridHeight=e.svgHeight-t.height-l-(this.isSparkline?0:i.globals.rotateXLabels?10:15),e.gridWidth=e.svgWidth-o;break;case"left":e.translateY=h,e.translateX=t.width+o,e.gridHeight=e.svgHeight-l-12,e.gridWidth=e.svgWidth-t.width-o;break;case"right":e.translateY=h,e.translateX=o,e.gridHeight=e.svgHeight-l-12,e.gridWidth=e.svgWidth-t.width-o;break;default:throw new Error("Legend position not 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i.gridHeight=i.svgHeight-35,i.gridWidth=i.gridHeight,i.translateY=s-10,void(i.translateX=(i.svgWidth-i.gridWidth)/2);switch(e.config.legend.position){case"bottom":i.gridHeight=i.svgHeight-t.height-35,i.gridWidth=i.gridHeight,i.translateY=s-20,i.translateX=(i.svgWidth-i.gridWidth)/2;break;case"top":i.gridHeight=i.svgHeight-t.height-35,i.gridWidth=i.gridHeight,i.translateY=t.height+s,i.translateX=(i.svgWidth-i.gridWidth)/2;break;case"left":i.gridWidth=i.svgWidth-t.width-a,i.gridHeight=i.gridWidth,i.translateY=s,i.translateX=t.width+a;break;case"right":i.gridWidth=i.svgWidth-t.width-a,i.gridHeight=i.gridWidth,i.translateY=s,i.translateX=5;break;default:throw new Error("Legend position not supported")}}},{key:"setGridXPosForDualYAxis",value:function(i,a){var s=this.w;s.config.yaxis.map(function(t,e){-1===s.globals.ignoreYAxisIndexes.indexOf(e)&&!s.config.yaxis[e].floating&&s.config.yaxis[e].show&&t.opposite&&(s.globals.translateX=s.globals.translateX-(a[e].width+i[e].width)-parseInt(s.config.yaxis[e].labels.style.fontSize)/1.2-12)})}},{key:"titleSubtitleOffset",value:function(){var t=this.w,e=t.globals,i=this.isSparkline?0:10;void 0!==t.config.title.text?i+=t.config.title.margin:i+=this.isSparkline?0:5,void 0!==t.config.subtitle.text?i+=t.config.subtitle.margin:i+=this.isSparkline?0:5,t.config.legend.show&&"bottom"===t.config.legend.position&&!t.config.legend.floating&&1e.length?t:e},0);return 1.05*(t=new h.default(this.ctx).getTextRects(a,e.config.xaxis.labels.style.fontSize)).width*i.length>e.globals.gridWidth&&0!==e.config.xaxis.labels.rotate&&(e.globals.overlappingXLabels=!0),t}},{key:"getxAxisLabelsCoords",value:function(){var t=this.w,e=t.globals.labels.slice(),i={width:0,height:0};if(0e.length?t:e},0),r=t.globals.xLabelFormatter;n=new c.default(this.ctx).xLabelFormat(r,n);var o=new h.default(this.ctx),l=o.getTextRects(n,t.config.xaxis.labels.style.fontSize);(i={width:l.width,height:l.height}).width*e.length>t.globals.svgWidth-s-this.yAxisWidth&&0!==t.config.xaxis.labels.rotate?this.isBarHorizontal||(t.globals.rotateXLabels=!0,l=o.getTextRects(n,t.config.xaxis.labels.style.fontSize,t.config.xaxis.labels.style.fontFamily,"rotate("+t.config.xaxis.labels.rotate+" 0 0)",!1),i.height=l.height/1.66):t.globals.rotateXLabels=!1}return t.config.xaxis.labels.show||(i={width:0,height:0}),{width:i.width,height:i.height}}},{key:"getyAxisLabelsCoords",value:function(){var n=this,r=this.w,o=[],l=10;return r.config.yaxis.map(function(t,e){if(t.show&&t.labels.show&&r.globals.yAxisScale[e].result.length){var i=r.globals.yLabelFormatters[e],a=i(r.globals.yAxisScale[e].niceMax,-1);if(void 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t&&t?t.toFixed(0)+"%":t})}},{key:"bubble",value:function(){return{dataLabels:{style:{colors:["#fff"]}},tooltip:{shared:!1,intersect:!0},xaxis:{crosshairs:{width:0}},fill:{type:"solid",gradient:{shade:"light",inverse:!0,shadeIntensity:.55,opacityFrom:.4,opacityTo:.8}}}}},{key:"scatter",value:function(){return{dataLabels:{enabled:!1},tooltip:{shared:!1,intersect:!0},markers:{size:6,strokeWidth:2,hover:{sizeOffset:2}}}}},{key:"heatmap",value:function(){return{chart:{zoom:{enabled:!1}},fill:{opacity:1},dataLabels:{style:{colors:["#fff"]}},stroke:{colors:["#fff"]},tooltip:{followCursor:!0,marker:{show:!1},x:{show:!1}},legend:{position:"top",markers:{shape:"square",size:10,offsetY:2}},grid:{padding:{right:20}}}}},{key:"pie",value:function(){return{chart:{toolbar:{show:!1}},plotOptions:{pie:{donut:{labels:{show:!1}}}},dataLabels:{formatter:function(t){return t.toFixed(1)+"%"},style:{colors:["#fff"]},dropShadow:{enabled:!0}},stroke:{colors:["#fff"]},fill:{opacity:1,gradient:{shade:"dark",shadeIntensity:.35,inverseColors:!1,stops:[0,100,100]}},tooltip:{theme:"dark",fillSeriesColor:!0},legend:{position:"right"}}}},{key:"donut",value:function(){return{chart:{toolbar:{show:!1}},dataLabels:{formatter:function(t){return t.toFixed(1)+"%"},style:{colors:["#fff"]},dropShadow:{enabled:!0}},stroke:{colors:["#fff"]},fill:{opacity:1,gradient:{shade:"dark",shadeIntensity:.4,inverseColors:!1,type:"vertical",opacityFrom:1,opacityTo:1,stops:[70,98,100]}},tooltip:{enabled:!1,theme:"dark",fillSeriesColor:!0},legend:{position:"right"}}}},{key:"radialBar",value:function(){return{chart:{animations:{dynamicAnimation:{enabled:!0,speed:800}},toolbar:{show:!1}},fill:{gradient:{shade:"dark",shadeIntensity:.4,inverseColors:!1,type:"diagonal2",opacityFrom:1,opacityTo:1,stops:[70,98,100]}},legend:{show:!1},tooltip:{enabled:!1,fillSeriesColor:!0}}}}]),e}();t.exports=o},function(t,e,i){"use strict";Object.defineProperty(e,"__esModule",{value:!0}),e.default=void 0;var a,s=function(){function a(t,e){for(var i=0;ir.globals.gridWidth/2&&(a=h-n.tooltipRect.ttWidth/2+u),n.w.config.tooltip.followCursor){var f=n.getElGrid().getBoundingClientRect();s=n.e.clientY-f.top+r.globals.translateY/2-10}}return{x:a,y:s}}},{key:"handleMarkerTooltip",value:function(t){var e=t.e,i=t.opt,a=t.x,s=t.y,n=this.w,r=this.ttCtx,o=void 0,l=void 0;if(e.target.classList.contains("apexcharts-marker")){var h=parseInt(i.paths.getAttribute("cx")),c=parseInt(i.paths.getAttribute("cy")),u=parseFloat(i.paths.getAttribute("val"));if(l=parseInt(i.paths.getAttribute("rel")),o=parseInt(i.paths.parentNode.parentNode.parentNode.getAttribute("rel"))-1,r.intersect){var d=p.default.findAncestor(i.paths,"apexcharts-series");d&&(o=parseInt(d.getAttribute("data:realIndex")))}if(r.tooltipLabels.drawSeriesTexts({ttItems:i.ttItems,i:o,j:l,shared:!r.intersect&&n.config.tooltip.shared}),r.marker.enlargeCurrentPoint(l,i.paths),a=h,s=c-1.4*r.tooltipRect.ttHeight,r.w.config.tooltip.followCursor){var f=r.getElGrid().getBoundingClientRect();s=r.e.clientY-f.top}u<0&&(s=c)}return{x:a,y:s}}},{key:"handleBarTooltip",value:function(t){var e=t.e,i=t.opt,a=this.w,s=this.ttCtx,n=s.getElTooltip(),r=0,o=0,l=0,h=0,c=void 0;if(s.isBarHorizontal&&s.hasBars()||!a.config.tooltip.shared){var u=this.getBarTooltipXY({e:e,opt:i});o=u.x,l=u.y,h=u.i,c=Array.isArray(a.config.stroke.width)?a.config.stroke.width[h]:a.config.stroke.width,r=o}else a.globals.comboCharts||a.config.tooltip.shared||(r/=2);if(isNaN(l)&&(l=a.globals.svgHeight-s.tooltipRect.ttHeight),o+s.tooltipRect.ttWidth>a.globals.gridWidth?o-=s.tooltipRect.ttWidth:o<0&&(o+=s.tooltipRect.ttWidth),s.w.config.tooltip.followCursor){var d=s.getElGrid().getBoundingClientRect();l=s.e.clientY-d.top}null===s.tooltip&&(s.tooltip=a.globals.dom.baseEl.querySelector(".apexcharts-tooltip")),a.config.tooltip.shared||(a.globals.comboChartsHasBars?s.tooltipPosition.moveXCrosshairs(r+c/2):s.tooltipPosition.moveXCrosshairs(r)),!s.fixedTooltip&&(!a.config.tooltip.shared||s.isBarHorizontal&&s.hasBars())&&(n.style.left=o+a.globals.translateX+"px",s.tooltipRect.ttHeight+l>a.globals.gridHeight?(l=a.globals.gridHeight-s.tooltipRect.ttHeight+a.globals.translateY,n.style.top=l+"px"):n.style.top=l+a.globals.translateY-s.tooltipRect.ttHeight/2+"px")}},{key:"getBarTooltipXY",value:function(t){var e=t.e,i=t.opt,a=this.w,s=null,n=this.ttCtx,r=0,o=0,l=0,h=0,c=e.target.classList;if(c.contains("apexcharts-bar-area")||c.contains("apexcharts-candlestick-area")){var u=e.target,d=u.getBoundingClientRect(),f=i.elGrid.getBoundingClientRect(),p=d.height,g=d.width,x=parseInt(u.getAttribute("cx")),v=parseInt(u.getAttribute("cy"));h=parseFloat(u.getAttribute("barWidth"));var b="touchmove"===e.type?e.touches[0].clientX:e.clientX;s=parseInt(u.getAttribute("j")),r=parseInt(u.parentNode.getAttribute("rel"))-1,a.globals.comboCharts&&(r=parseInt(u.parentNode.getAttribute("data:realIndex"))),n.tooltipLabels.drawSeriesTexts({ttItems:i.ttItems,i:r,j:s,shared:!n.showOnIntersect&&a.config.tooltip.shared}),l=a.config.tooltip.followCursor?a.config.plotOptions.bar.horizontal?(o=b-f.left+15,v-n.dataPointsDividedHeight+p/2-n.tooltipRect.ttHeight/2):(o=a.globals.isXNumeric?x-g/2:x-n.dataPointsDividedWidth+g/2,e.clientY-f.top-n.tooltipRect.ttHeight/2-15):a.config.plotOptions.bar.horizontal?((o=x)a.globals.gridWidth)return void o.handleMouseOut(i);if(null!==p){if(null===a.globals.series[p][s])return void i.tooltipEl.classList.remove("active");void 0!==a.globals.series[p][s]?a.config.tooltip.shared&&this.tooltipUtil.isXoverlap(s)&&this.tooltipUtil.isinitialSeriesSameLen()?this.create(o,p,s,i.ttItems):this.create(o,p,s,i.ttItems,!1):this.tooltipUtil.isXoverlap(s)&&o.create(o,0,s,i.ttItems)}else this.tooltipUtil.isXoverlap(s)&&o.create(o,0,s,i.ttItems)}else if("heatmap"===a.config.chart.type){var g=this.intersect.handleHeatTooltip({e:e,opt:i,x:n,y:r});n=g.x,r=g.y,h.style.left=n+"px",h.style.top=r+"px"}else this.hasBars&&this.intersect.handleBarTooltip({e:e,opt:i}),this.hasMarkers&&this.intersect.handleMarkerTooltip({e:e,opt:i,x:n,y:r});if(this.blyaxisTooltip)for(var x=0;xs.globals.gridWidth&&(d=c-u.left-a.ttWidth+o),f<0&&(f=a.ttHeight+20),r.style.left=d+s.globals.translateX+"px",r.style.top=f+"px"}else"mouseout"!==e.type&&"touchend"!==e.type||r.classList.remove("active")}},{key:"deactivateHoverFilter",value:function(){for(var t=this.w,e=new 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-
-
- - - -
-
- - {% block main %} - {% endblock %} - -
- - - \ No newline at end of file diff --git a/topicsexplorer/templates/detail-document.html b/topicsexplorer/templates/detail-document.html deleted file mode 100644 index 1fbc4ac..0000000 --- a/topicsexplorer/templates/detail-document.html +++ /dev/null @@ -1,37 +0,0 @@ -{% extends "base.html" %} - -{% block main %} -
-
-

{{ title }}

-

Here you can see the distribution of all topics in the document – just hover the bar. In addition, the - original text, the {{ top_topics[0] }} topics, and the three most similar documents are displayed. For the - latter, the cosine similarity between all document vectors was calculated and ranked.

-

Topic Distribution

-

- {% for topic, value in distribution %} - - {% endfor %} -

-
-
-

{{ top_topics[1] }}: Related Topics

- {% for topic in related_topics %} -

{{ topic }}

- {% endfor %} -

Top 3: Similar Documents

- {% for title in similar_documents %} -

{{ title - }}

- {% endfor %} -
-
-

Original Text

- {% for paragraph in text %} -

{{ paragraph }}

- {% endfor %} -
-
-
-
-{% endblock %} \ No newline at end of file diff --git a/topicsexplorer/templates/detail-topic.html b/topicsexplorer/templates/detail-topic.html deleted file mode 100644 index 6a3213e..0000000 --- a/topicsexplorer/templates/detail-topic.html +++ /dev/null @@ -1,36 +0,0 @@ -{% extends "base.html" %} - -{% block main %} -
-
-

{{ topic }}

-

On this page you can find the 15 most relevant words for this topic, as well as the 10 most relevant - documents, whose bar width indicates the respective weight, and the three most similar topics, where the cosine similarity between all topic - vectors was calculated and ranked.

-
-
-

Top 15: Related Words

- - {% for word in related_words %} - - - - {% endfor %} -
{{ word }}
-

Top 3: Similar Topics

- {% for topic in similar_topics %} -

{{ topic }}

- {% endfor %} -
-
-

Top 10: Related Documents

- {% for title, proportion in related_documents %} -

{{ - title }}

- {% endfor %} -
-
-
-
-{% endblock %} \ No newline at end of file diff --git a/topicsexplorer/templates/document-topic-distributions.html b/topicsexplorer/templates/document-topic-distributions.html deleted file mode 100644 index a7241fe..0000000 --- a/topicsexplorer/templates/document-topic-distributions.html +++ /dev/null @@ -1,93 +0,0 @@ -{% extends "base.html" %} - -{% block main %} -
-
-

Document-Topic Distributions

-

Each document consists to a certain extent of each topic, which is one of the theoretical assumptions of - topic models. Although some values are too small to be visualized here (and have therefore been - rounded to zero), they are actually greater than zero. Just export the data in the menu bar and take - a look at the document-topic matrix. -

-

Visualizing the document-topic proportions in a heatmap displays the kind of information that is probably - most useful. Going beyond pure exploration, it can be used to show thematic developments over a set of - texts, akin to a dynamic topic model.

-

-

-
- -
-{% endblock %} \ No newline at end of file diff --git a/topicsexplorer/templates/error.html b/topicsexplorer/templates/error.html deleted file mode 100644 index c7b9e4b..0000000 --- a/topicsexplorer/templates/error.html +++ /dev/null @@ -1,13 +0,0 @@ -{% extends "base.html" %} - -{% block main %} -
-
-

Something went wrong...

-

It looks like something didn’t work out the way it should. Below you see the last few lines of the logfile, maybe - you can solve the problem on your own. If not, open a new issue on GitHub.

- 
{{ log }}
-

In case you want to check the whole logfile, it is located in the directory {{ tempdir }}.

-
-
-{% endblock %} \ No newline at end of file diff --git a/topicsexplorer/templates/help.html b/topicsexplorer/templates/help.html deleted file mode 100644 index 5d3ae3e..0000000 --- a/topicsexplorer/templates/help.html +++ /dev/null @@ -1,46 +0,0 @@ -{% extends "base.html" %} - -{% block main %} -
-
-

Help on Topics Explorer

-

About

-

This application is designed to introduce topic modeling particularly gently (e.g. for educational purpose). - If you have a very large text corpus, you may wish to use more powerful tools like MALLET, which is written in Java and can be completely controlled from the command-line. - The topic modeling algorithm used in this application, latent Dirichlet allocation, was implemented - by Allen B. Riddell using collapsed Gibbs sampling as described in Pritchard et al. (2000).

-

You might want to check out some Jupyter notebooks for topic modeling in Python – experimenting with an example corpus on - Binder does not require any software on your local machine.

-

Issues

-

Please use the project’s issue tracker on GitHub, but consider first checking out the troubleshooting section on the application’s website.

-

What is topic modeling?

- -

What is DARIAH-DE?

-

DARIAH-DE supports research in the humanities and cultural sciences with - digital methods and procedures. The research infrastructure of DARIAH-DE consists of four pillars: - teaching, research, research data and technical components. As a partner in DARIAH-EU, - DARIAH-DE helps to bundle and network state-of-the-art activities of the digital humanities. Scientists use - DARIAH, for example, to make research data available across Europe. The exchange of knowledge and expertise - is thus promoted across disciplines and the possibility of discovering new scientific discourses is - encouraged.

-

This application is developed with support from the DARIAH-DE initiative, the German branch of DARIAH-EU, - the European Digital Research Infrastructure for the Arts and Humanities consortium. Funding has been - provided by the German Federal Ministry for Research and Education (BMBF) under the identifier 01UG1610A to - J.

-

License

-

This application is licensed under Apache 2.0. You can - do what you like with the source code, as long as you include the original copyright, the full text of the - Apache 2.0 license, and state significant changes. You cannot charge DARIAH-DE for damages, or use any of - its trademarks like name or logos.

-
-
-{% endblock %} \ No newline at end of file diff --git a/topicsexplorer/templates/index.html b/topicsexplorer/templates/index.html deleted file mode 100644 index a128ec9..0000000 --- a/topicsexplorer/templates/index.html +++ /dev/null @@ -1,99 +0,0 @@ -{% extends "base.html" %} - -{% block main %} -
- -
-
-

Explore your own text collection with a topic model – without prior knowledge.

-

The text mining technique topic modeling has become a popular procedure for clustering documents - into semantic groups. This application introduces a user-friendly workflow which leads from raw text - data to an interactive visualization of the topic model. All you need is a text corpus and a little - time.

-
Topic modeling algorithms are statistical methods that analyze the words of the original texts - to discover the themes that run through them, how those themes are connected to each other, and how - they change over time. - -
-

1 Preprocessing

-

The corpus is tokenized first. This splits a text into individual words, so-called tokens. Token - frequencies are typical units of analysis when working with text corpora. It may come as a surprise - that reducing a book to a list of token frequencies retains useful information, but practice has shown - this to be the case.

-
One assumption that topic models make is the bag of words assumption, that the order of the - words in the document does not matter. -
-

You can select any plain text files – markup will be stripped. Check out TextGrid for an extensive collection of German texts.

-

-

The frequency distribution of words in a text corpus follows Zipf’s - law, which implies that few types occur very frequently, and many types - occur very - rarely. In topic modeling, we are only interested in words in the middle frequency range; the - most common words are usually empty function words, and the rarest words so specific that they - are of no use to the model.

-

You can either set a threshold for the most common words to remove:

-

-

or select an external list of words to be removed (which is recommended):

-

-

2 Modeling

-

A parameter is any characteristic that can help in defining or classifying a particular system – the - topic model. You will have to adjust two model parameters: the number of topics, i.e. how many - semantic clusters should be formed, and the number of iterations, i.e. how long the model should - learn from the data.

-
Latent Dirichlet allocation, a generative probabilistic topic model, is a three-level - hierarchical Bayesian model, in which each item of a collection is modeled as a finite mixture over an - underlying set of topics. -
-

The ideal number of topics depends on what you are looking for in the model. The default value gives - a broad overview of your text collection’s contents:

-

-

The number of sampling iterations should be a trade-off between the time taken to complete sampling and - the quality of the model:

-

-

3 Visualizing

-

When using topic models to explore text collections, one is typically interested in examining texts in - terms of their constituent topics – instead of pure word frequencies. Because the number of topics is - so much smaller than the number of unique vocabulary elements (say, 10 versus 10,000), a range of data - visualization methods become available.

-

You will be able to navigate through topics and documents, get similar topics and documents displayed, - read - excerpts from the original texts, and inspect the document-topic distributions in a heatmap.

-
Topic models are high-level statistical tools. A user must scrutinize numerical distributions - to understand and explore their results; the raw output of the model is not enough to create an easily - explored corpus. -
-

-
-
-
- -{% endblock %} \ No newline at end of file diff --git a/topicsexplorer/templates/modeling.html b/topicsexplorer/templates/modeling.html deleted file mode 100644 index f893417..0000000 --- a/topicsexplorer/templates/modeling.html +++ /dev/null @@ -1,49 +0,0 @@ -{% extends "base.html" %} - -{% block main %} -
-
-

This may take a while...

-

How long this process takes depends on the size of the corpus and the number of iterations. This can range from a - few seconds to several hours.

-

- - Fetched all text files... -

-

In the meantime you might want to check out some Jupyter notebooks. These are suitable for beginners as well as for advanced users of the programming - language Python. - Doing topic modeling in a programming language like Python makes you more flexible with everything. Experimenting with an example corpus on - Binder does not require any software on your local machine.

-
With recent scientific advances in support of unsupervised machine learning topic models promise to be an - important component for summarizing and understanding our growing digitized archive of information. -
-
-
- -{% endblock %} \ No newline at end of file diff --git a/topicsexplorer/templates/overview-documents.html b/topicsexplorer/templates/overview-documents.html deleted file mode 100644 index 7a45f13..0000000 --- a/topicsexplorer/templates/overview-documents.html +++ /dev/null @@ -1,18 +0,0 @@ -{% extends "base.html" %} - -{% block main %} -
-
-

A total of {{ corpus_size }} documents

-

All documents of your corpus are listed here by their original filename. The longer the bar, the longer the - text of a document, taking pure word frequencies into account. You should consider splitting the larger documents into smaller chunks and create a new topic model to see what happens to your model.

-

However, explore your text corpus by clicking on the document bars – or select one of the other - tabs in the above menu.

- {% for title, proportion in proportions %} -

- {{ title }} -

- {% endfor %} -
-
-{% endblock %} \ No newline at end of file diff --git a/topicsexplorer/templates/overview-parameters.html b/topicsexplorer/templates/overview-parameters.html deleted file mode 100644 index 07da83f..0000000 --- a/topicsexplorer/templates/overview-parameters.html +++ /dev/null @@ -1,47 +0,0 @@ -{% extends "base.html" %} - -{% block main %} -
-
-

Parameters

-

All parameter settings are summarized in the table below. This kind of information can be useful if you - create more than one topic model and wish to compare them. The most common way to evaluate a probabilistic model is to - calculate the log-likelihood. If you increase the number of iterations, the quality of the model and the - log-likelihood will increase – up to a certain point. This way you could find the ideal number of iterations.

- - - - - - - - - - - - - - - - - - - - - - - - - - -
Documents{{ n_documents }}
Tokens - {{ n_tokens }}
Types - {{ n_types }}
Stopwords - {{ n_stopwords }}
Hapax legomena - {{ n_hapax }}
Topics - {{ n_topics }}
Iterations - {{ n_iterations }}
Log-likelihood - {{ log_likelihood }}
-
-
-{% endblock %} \ No newline at end of file diff --git a/topicsexplorer/templates/overview-topics.html b/topicsexplorer/templates/overview-topics.html deleted file mode 100644 index b51300c..0000000 --- a/topicsexplorer/templates/overview-topics.html +++ /dev/null @@ -1,32 +0,0 @@ -{% extends "base.html" %} - -{% block main %} -
-
-

A total of {{ number_topics }} topics in {{ corpus_size }} documents

-

Topics are probability distributions over the whole vocabulary of a text corpus. One value is - assigned to each word, which indicates how relevant the word is to that topic (to be exact, how - likely one word is to be found in a topic). After sorting those values in descending order, the first n - words represent a topic.

-

Below the topics are ranked by their numerical dominance in the corpus; each bar displays a topic’s dominance score. - You can start exploring the topic model by clicking on the topic bars – or select one of the other tabs - in the above menu.

- {% for topic, proportion in proportions %} -

{{ topic }}

- {% endfor %} -
Mathematically, the topic model has two goals in explaining the - documents. First, it wants its topics to place high probability on few terms. Second, it wants to attach - documents - to as few topics as possible. These goals are at odds. With few terms assigned to each topic, the model - captures the - observed words by using more topics per article. With few topics assigned to each article, the model - captures the - observed words by using more terms per topic. -
-
-
-{% endblock %} \ No newline at end of file diff --git a/topicsexplorer/utils.py b/topicsexplorer/utils.py deleted file mode 100644 index 3f6f2fb..0000000 --- a/topicsexplorer/utils.py +++ /dev/null @@ -1,244 +0,0 @@ -from datetime import datetime -import json -import logging -from pathlib import Path -import shutil -import sys -import tempfile -from xml.etree import ElementTree - -import cophi -import flask -import numpy as np -import pandas as pd -from werkzeug.utils import secure_filename - -from topicsexplorer import database - - -TEMPDIR = tempfile.gettempdir() -DATABASE = Path(TEMPDIR, "topicsexplorer.db") -LOGFILE = Path(TEMPDIR, "topicsexplorer.log") -DATA_EXPORT = Path(TEMPDIR, "topicsexplorer-data") - - -def init_app(name): - """Initialize Flask application.""" - logging.debug("Initializing Flask app...") - root = Path(__file__).parent - app = flask.Flask( - name, - template_folder=str(Path(root, "templates")), - static_folder=str(Path(root, "static")), - ) - return app - - -def init_logging(level): - """Initialize logging.""" - logging.basicConfig( - level=level, - format="%(message)s", - handlers=[logging.FileHandler(str(LOGFILE)), logging.StreamHandler()], - ) - # Disable logging for Flask and Werkzeug - # (this would be a lot of spam, even level INFO): - if level > logging.DEBUG: - logging.getLogger("flask").setLevel(logging.ERROR) - logging.getLogger("werkzeug").setLevel(logging.ERROR) - - -def init_db(app): - """Initialize SQLite database.""" - logging.debug("Initializing database...") - db = database.get_db() - if getattr(sys, "frozen", False): - root = Path(sys._MEIPASS) - else: - root = Path("..") - with app.open_resource(str(Path(root, "schema.sql"))) as schemafile: - schema = schemafile.read().decode("utf-8") - db.executescript(schema) - db.commit() - database.close_db() - - -def format_logging(message): - """Format log messages.""" - if "n_documents" in message: - n = message.split("n_documents: ")[1] - return "Number of documents: {}".format(n) - elif "vocab_size" in message: - n = message.split("vocab_size: ")[1] - return "Number of types: {}".format(n) - elif "n_words" in message: - n = message.split("n_words: ")[1] - return "Number of tokens: {}".format(n) - elif "n_topics" in message: - n = message.split("n_topics: ")[1] - return "Number of topics: {}".format(n) - elif "n_iter" in message: - return "Initializing topic model..." - elif "log likelihood" in message: - iteration, _ = message.split("> log likelihood: ") - return "Iteration {}".format(iteration[1:]) - else: - return message - - -def load_textfile(textfile): - """Load text file, return title and content.""" - filename = Path(secure_filename(textfile.filename)) - title = filename.stem - suffix = filename.suffix - if suffix in {".txt", ".xml", ".html"}: - content = textfile.read().decode("utf-8") - if suffix in {".xml", ".html"}: - content = remove_markup(content) - return title, content - # If suffix not allowed, ignore file: - else: - return None, None - - -def remove_markup(text): - """Parse XML and drop tags.""" - logging.info("Removing markup...") - tree = ElementTree.fromstring(text) - plaintext = ElementTree.tostring(tree, encoding="utf8", method="text") - return plaintext.decode("utf-8") - - -def get_documents(textfiles): - """Get Document objects.""" - logging.info("Processing documents...") - for textfile in textfiles: - title, content = textfile - yield cophi.text.model.Document(content, title) - - -def get_stopwords(data, corpus): - """Get stopwords from file or corpus.""" - logging.info("Fetching stopwords...") - if "stopwords" in data: - _, stopwords = load_textfile(data["stopwords"]) - stopwords = cophi.text.model.Document(stopwords).tokens - else: - stopwords = corpus.mfw(data["mfw"]) - return stopwords - - -def get_data(corpus, topics, iterations, stopwords, mfw): - """Get data from HTML forms.""" - logging.info("Processing user data...") - data = { - "corpus": flask.request.files.getlist("corpus"), - "topics": int(flask.request.form["topics"]), - "iterations": int(flask.request.form["iterations"]), - } - if flask.request.files.get("stopwords", None): - data["stopwords"] = flask.request.files["stopwords"] - else: - data["mfw"] = int(flask.request.form["mfw"]) - return data - - -def get_topics(model, vocabulary, maximum=100): - """Get topics from topic model.""" - logging.info("Fetching topics from topic model...") - for distribution in model.topic_word_: - words = list( - np.array(vocabulary)[np.argsort(distribution)][: -maximum - 1 : -1] - ) - yield "{}, ...".format(", ".join(words[:3])), words - - -def get_document_topic(model, titles, descriptors): - """Get document-topic distribution from topic model.""" - logging.info("Fetching document-topic distributions from topic model...") - document_topic = pd.DataFrame(model.doc_topic_) - document_topic.index = titles - document_topic.columns = descriptors - return document_topic - - -def get_cosine(matrix, descriptors): - """Calculate cosine similarity between columns.""" - logging.info("Calculcating cosine similarity...") - d = matrix.T @ matrix - norm = (matrix * matrix).sum(0, keepdims=True) ** 0.5 - similarities = d / norm / norm.T - return pd.DataFrame(similarities, index=descriptors, columns=descriptors) - - -def scale(vector, minimum=50, maximum=100): - """Min-max scaler for a vector.""" - logging.debug("Scaling data from {} to {}...".format(minimum, maximum)) - return np.interp(vector, (vector.min(), vector.max()), (minimum, maximum)) - - -def export_data(): - """Export model output to ZIP archive.""" - logging.info("Creating data archive...") - if DATA_EXPORT.exists(): - unlink_content(DATA_EXPORT) - else: - DATA_EXPORT.mkdir() - model, stopwords = database.select("data_export") - document_topic, topics, document_similarities, topic_similarities = model - - logging.info("Preparing document-topic distributions...") - document_topic = pd.read_json(document_topic, orient="index") - document_topic.columns = [ - col.replace(",", "").replace(" ...", "") for col in document_topic.columns - ] - - logging.info("Preparing topics...") - topics = pd.read_json(topics, orient="index") - topics.index = ["Topic {}".format(n) for n in range(topics.shape[0])] - topics.columns = ["Word {}".format(n) for n in range(topics.shape[1])] - - logging.info("Preparing topic similarity matrix...") - topic_similarities = pd.read_json(topic_similarities) - topic_similarities.columns = [ - col.replace(",", "").replace(" ...", "") for col in topic_similarities.columns - ] - topic_similarities.index = [ - ix.replace(",", "").replace(" ...", "") for ix in topic_similarities.index - ] - - logging.info("Preparing document similarity matrix...") - document_similarities = pd.read_json(document_similarities) - data_export = { - "document-topic-distribution": document_topic, - "topics": topics, - "topic-similarities": topic_similarities, - "document-similarities": document_similarities, - "stopwords": json.loads(stopwords), - } - - for name, data in data_export.items(): - if name in {"stopwords"}: - with Path(DATA_EXPORT, "{}.txt".format(name)).open( - "w", encoding="utf-8" - ) as file: - for word in data: - file.write("{}\n".format(word)) - else: - path = Path(DATA_EXPORT, "{}.csv".format(name)) - data.to_csv(path, sep=";", encoding="utf-8") - shutil.make_archive(DATA_EXPORT, "zip", DATA_EXPORT) - - -def unlink_content(directory, pattern="*"): - """Deletes the content of a directory.""" - logging.info("Cleaning up in data directory...") - for p in directory.rglob(pattern): - if p.is_file(): - p.unlink() - - -def series2array(s): - """Convert pandas Series to a 2-D array.""" - for i, v in zip(s.index, s): - yield [i, v] diff --git a/topicsexplorer/views.py b/topicsexplorer/views.py deleted file mode 100644 index 054a2d9..0000000 --- a/topicsexplorer/views.py +++ /dev/null @@ -1,391 +0,0 @@ -import datetime -import json -import logging -import multiprocessing -from pathlib import Path -import time - -import flask -import pandas as pd -import werkzeug - -from topicsexplorer import database -from topicsexplorer import utils -from topicsexplorer import workflow - - -# Initialize logging with logfile in tempdir: -utils.init_logging(logging.INFO) - -# Initialize Flask application: -web = utils.init_app("topicsexplorer") - - -@web.route("/") -def index(): - """Home page.""" - logging.debug("Rendering home page template...") - utils.init_db(web) - return flask.render_template("index.html", help=True) - - -@web.route("/help") -def help(): - """Help page.""" - logging.debug("Rendering help page template...") - return flask.render_template("help.html", go_back=True) - - -@web.route("/error") -def error(): - """Error page.""" - with utils.LOGFILE.open("r", encoding="utf-8") as logfile: - log = logfile.read().split("\n")[-20:] - return flask.render_template( - "error.html", reset=True, log="\n".join(log), tempdir=utils.TEMPDIR - ) - - -@web.route("/modeling", methods=["POST"]) -def modeling(): - """Modeling page.""" - logging.debug("Calling modeling page endpoint...") - # Must be global to use anywhere: - global start - global process - start = time.time() - logging.info("Initializing topic modeling process...") - logging.info("Started topic modeling process.") - workflow.wrapper() - logging.debug("Rendering modeling page template...") - return flask.render_template("modeling.html", abort=True) - - -@web.route("/overview-topics") -def overview_topics(): - """Topics overview page.""" - logging.debug("Calling topics overview page endpoint...") - logging.info("Get document-topic distributions...") - response = get_document_topic_distributions() - document_topic = pd.read_json(response, orient="index") - - logging.info("Get token frequencies...") - response = get_token_frequencies() - token_freqs = json.loads(response) - - logging.info("Add frequencies to weights...") - document_topic = document_topic.multiply(token_freqs, axis=0) - - logging.info("Sum the weights...") - dominance = document_topic.sum(axis=0) - - logging.info("Scale weights...") - proportions = utils.scale(dominance) - proportions = pd.Series(proportions, index=dominance.index) - proportions = proportions.sort_values(ascending=False) - - # Convert pandas.Series to a 2-D array: - proportions = list(utils.series2array(proportions)) - - corpus_size = get_corpus_size() - number_topics = get_number_of_topics() - logging.debug("Rendering topics overview template...") - return flask.render_template( - "overview-topics.html", - current="topics", - help=True, - reset=True, - topics=True, - documents=True, - document_topic_distributions=True, - parameters=True, - export_data=True, - proportions=proportions, - corpus_size=corpus_size, - number_topics=number_topics, - ) - - -@web.route("/overview-documents") -def overview_documents(): - """Documents overview page.""" - logging.debug("Calling documents overview page endpoint...") - sizes = pd.DataFrame(get_textfile_sizes(), columns=["title", "size"]) - - proportions = utils.scale(sizes["size"]) - proportions = pd.Series(proportions, index=sizes["title"]) - proportions = proportions.sort_values(ascending=False) - - # Convert pandas.Series to a 2-D array: - proportions = list(utils.series2array(proportions)) - - corpus_size = get_corpus_size() - return flask.render_template( - "overview-documents.html", - current="documents", - help=True, - reset=True, - topics=True, - documents=True, - document_topic_distributions=True, - parameters=True, - export_data=True, - proportions=proportions, - corpus_size=corpus_size, - ) - - -@web.route("/document-topic-distributions") -def document_topic_distributions(): - """Document-topic distributions page.""" - logging.debug("Calling document-topic distributions endpoint...") - logging.debug("Rendering document-topic distributions page template...") - return flask.render_template( - "document-topic-distributions.html", - current="document-topic-distributions", - help=True, - reset=True, - topics=True, - documents=True, - document_topic_distributions=True, - parameters=True, - export_data=True, - ) - - -@web.route("/topics/") -def topics(topic): - """Topic page.""" - logging.debug("Calling topic page endpoint...") - logging.info("Get topics...") - topics = json.loads(get_topics()) - logging.info("Get document-topic distributions...") - document_topic = pd.read_json(get_document_topic_distributions(), orient="index") - logging.info("Get topic similarity matrix...") - topic_similarites = pd.read_json(get_topic_similarities()) - - logging.info("Get related documents...") - related_docs = document_topic[topic].sort_values(ascending=False)[:10] - related_docs_proportions = utils.scale(related_docs, minimum=70) - related_docs_proportions = pd.Series( - related_docs_proportions, index=related_docs.index - ) - related_docs_proportions = related_docs_proportions.sort_values(ascending=False) - - # Convert pandas.Series to a 2-D array: - related_docs_proportions = list(utils.series2array(related_docs_proportions)) - - logging.info("Get related words...") - related_words = topics[topic][:15] - - logging.info("Get similar topics...") - similar_topics = topic_similarites[topic].sort_values(ascending=False)[1:4] - logging.debug("Rendering topic page template...") - return flask.render_template( - "detail-topic.html", - current="topics", - help=True, - reset=True, - topics=True, - documents=True, - document_topic_distributions=True, - parameters=True, - export_data=True, - topic=topic, - similar_topics=similar_topics.index, - related_words=related_words, - related_documents=related_docs_proportions, - ) - - -@web.route("/documents/") -def documents(title): - """Document page.""" - logging.debug("Calling document page endpoint...") - logging.info("Get textfiles...") - text = get_textfile(title) - logging.info("Get document-topics distributions...") - document_topic = pd.read_json(get_document_topic_distributions(), orient="index") - logging.info("Get document similarity matrix...") - document_similarites = pd.read_json(get_document_similarities()) - - logging.info("Get related topics...") - related_topics = document_topic.loc[title].sort_values(ascending=False) * 100 - distribution = list(related_topics.to_dict().items()) - - logging.info("Get similar documents...") - similar_docs = document_similarites[title].sort_values(ascending=False)[1:4] - - logging.debug("Use only the first 10000 characters (or less) from document...") - text = ( - text - if len(text) < 10000 - else "{}... This was an excerpt of the original text.".format(text[:10000]) - ) - - logging.debug("Split paragraphs...") - text = text.split("\n\n") - - n = get_number_of_topics() - top_topics = [ - "{} most relevant".format(n) if int(n) >= 10 else n, - "Top {}".format(n), - ] - logging.debug("Rendering document page template...") - return flask.render_template( - "detail-document.html", - current="documents", - help=True, - reset=True, - topics=True, - documents=True, - document_topic_distributions=True, - parameters=True, - export_data=True, - title=title, - text=text, - distribution=distribution, - similar_documents=similar_docs.index, - related_topics=related_topics.index, - top_topics=top_topics, - ) - - -@web.route("/parameters") -def parameters(): - """Paramter page.""" - logging.debug("Calling parameters page endpoint...") - logging.info("Get parameters...") - data = json.loads(get_parameters())[0] - info = json.loads(data) - logging.debug("Rendering parameters page template...") - return flask.render_template( - "overview-parameters.html", - current="parameters", - parameters=True, - help=True, - reset=True, - topics=True, - documents=True, - document_topic_distributions=True, - export_data=True, - **info - ) - - -# API endpoints: - - -@web.route("/api/status") -def get_status(): - """Current modeling status.""" - seconds = int(time.time() - start) - elapsed_time = datetime.timedelta(seconds=seconds) - with utils.LOGFILE.open("r", encoding="utf-8") as logfile: - messages = logfile.readlines() - message = messages[-1].strip() - message = utils.format_logging(message) - return "Elapsed time: {}<br>{}".format(elapsed_time, message) - - -@web.route("/api/document-topic-distributions") -def get_document_topic_distributions(): - """Document-topics distributions.""" - return database.select("document_topic_distributions") - - -@web.route("/api/topics") -def get_topics(): - """Topics.""" - return database.select("topics") - - -@web.route("/api/document-similarities") -def get_document_similarities(): - """Document similarity matrix.""" - return database.select("document_similarities") - - -@web.route("/api/topic-similarities") -def get_topic_similarities(): - """Topic similarity matrix.""" - return database.select("topic_similarities") - - -@web.route("/api/textfiles/<title>") -def get_textfile(title): - """Textfiles.""" - return database.select("textfile", title=title) - - -@web.route("/api/stopwords") -def get_stopwords(): - """Stopwords.""" - return database.select("stopwords") - - -@web.route("/api/token-frequencies") -def get_token_frequencies(): - """Token frequencies per document.""" - return database.select("token_freqs") - - -@web.route("/api/parameters") -def get_parameters(): - """Model parameters.""" - return json.dumps(database.select("parameters")) - - -@web.route("/api/textfile-sizes") -def get_textfile_sizes(): - """Textfile sizes.""" - return database.select("textfile_sizes") - - -@web.route("/api/corpus-size") -def get_corpus_size(): - """Corpus size.""" - return str(len(get_textfile_sizes())) - - -@web.route("/api/number-topics") -def get_number_of_topics(): - """Number of topics.""" - return str(len(json.loads(get_topics()))) - - -@web.route("/export/<filename>") -def export(filename): - """Data archive.""" - if "topicsexplorer-data.zip" in {filename}: - utils.export_data() - path = Path(utils.TEMPDIR, filename) - return flask.send_file(filename_or_fp=str(path)) - - -@web.errorhandler(werkzeug.exceptions.HTTPException) -def handle_http_exception(e): - """Handle errors..""" - return error() - - -for code in werkzeug.exceptions.default_exceptions: - web.errorhandler(code)(handle_http_exception) - - -@web.after_request -def add_header(r): - """Clear cache after request.""" - r.headers["Cache-Control"] = "no-cache, no-store, must-revalidate" - r.headers["Pragma"] = "no-cache" - r.headers["Expires"] = "0" - r.headers["Cache-Control"] = "public, max-age=0" - return r - - -@web.teardown_appcontext -def close_connection(exception): - """Close connection to SQLite database.""" - db = getattr(flask.g, "_database", None) - if db is not None: - db.close() diff --git a/topicsexplorer/workflow.py b/topicsexplorer/workflow.py deleted file mode 100644 index 6c7a1bb..0000000 --- a/topicsexplorer/workflow.py +++ /dev/null @@ -1,125 +0,0 @@ -import json -import logging -import xml - -import cophi -import lda -import numpy as np -import pandas as pd - -from topicsexplorer import database -from topicsexplorer import utils - - -def wrapper(): - """Wrapper for the topic modeling workflow.""" - try: - logging.info("Just started topic modeling workflow.") - data = utils.get_data("corpus", "topics", "iterations", "stopwords", "mfw") - if len(data["corpus"]) < 10: - raise ValueError( - "Your corpus is too small. " "Please select at least 10 text files." - ) - logging.info("Fetched user data...") - database.insert_into("textfiles", data["corpus"]) - logging.info("Inserted data into database.") - - # 1. Preprocess: - dtm, token_freqs, parameters = preprocess(data) - logging.info("Successfully preprocessed data.") - database.insert_into("token_freqs", json.dumps(token_freqs)) - # 2. Create model: - model = create_model(dtm, data["topics"], data["iterations"]) - parameters["log_likelihood"] = int(model.loglikelihood()) - database.insert_into("parameters", json.dumps(parameters)) - logging.info("Successfully created topic model.") - # 3. Get model output: - topics, descriptors, document_topic = get_model_output(model, dtm) - logging.info("Got model output.") - # 4. Calculate similarities: - topic_similarities, document_similarities = get_similarities(document_topic) - logging.info("Successfully calculated topic and document similarities.") - - data = { - "document_topic": document_topic.to_json(orient="index", force_ascii=False), - "topics": json.dumps(topics, ensure_ascii=False), - "document_similarities": document_similarities.to_json(force_ascii=False), - "topic_similarities": topic_similarities.to_json(force_ascii=False), - } - database.insert_into("model", data) - logging.info("Successfully inserted data into database.") - logging.info("Very nice, great success!") - except xml.etree.ElementTree.ParseError as error: - logging.error("ERROR: There is something wrong with your XML files.") - logging.error("ERROR: {}".format(error)) - logging.error("Redirect to error page...") - except UnicodeDecodeError as error: - logging.error( - "ERROR: There is something wrong with your text files. " - "Are they UTF-8 encoded?" - ) - logging.error("ERROR: {}".format(error)) - logging.error("Redirect to error page...") - except Exception as error: - logging.error("ERROR: {}".format(error)) - logging.error("Redirect to error page...") - - -def preprocess(data): - """Preprocess text data.""" - # Constructing corpus: - textfiles = database.select("textfiles") - documents = utils.get_documents(textfiles) - corpus = cophi.text.model.Corpus(documents) - num_tokens = corpus.num_tokens - database.update("textfiles", num_tokens.to_dict()) - # Get paramter: - D, W = corpus.dtm.shape - N = num_tokens.sum() - # Cleaning corpus: - stopwords = utils.get_stopwords(data, corpus) - hapax = corpus.hapax - features = set(stopwords).union(set(hapax)) - logging.info("Cleaning corpus...") - dtm = corpus.drop(corpus.dtm, features) - # Save stopwords: - database.insert_into("stopwords", json.dumps(stopwords)) - # Save parameters: - parameters = { - "n_topics": int(data["topics"]), - "n_iterations": int(data["iterations"]), - "n_documents": int(D), - "n_stopwords": int(len(stopwords)), - "n_hapax": int(len(hapax)), - "n_tokens": int(N), - "n_types": int(W), - } - return dtm, num_tokens.tolist(), parameters - - -def create_model(dtm, topics, iterations): - """Create a topic model.""" - logging.info("Creating topic model...") - model = lda.LDA(n_topics=topics, n_iter=iterations) - model.fit(dtm.fillna(0.0).astype("int64").values) - return model - - -def get_model_output(model, dtm): - """Get topics and distributions from topic model.""" - logging.info("Fetching model output...") - # Topics and their descriptors: - topics = dict(utils.get_topics(model, dtm.columns)) - descriptors = list(topics.keys()) - # Document-topic distribution: - document_topic = utils.get_document_topic(model, dtm.index, descriptors) - return topics, descriptors, document_topic - - -def get_similarities(document_topic): - """Calculate similarities between vectors.""" - logging.info("Calculating topic similarities...") - topics = utils.get_cosine(document_topic.values, document_topic.columns) - logging.info("Calculating document similarites...") - documents = utils.get_cosine(document_topic.T.values, document_topic.index) - return topics, documents From 05a3f98c3ff07331786202a588d0182b5454a8dd Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:13:57 +0200 Subject: [PATCH 02/70] feat: add vscode settings --- .vscode/extensions.json | 3 +++ .vscode/launch.json | 19 +++++++++++++++++++ .vscode/tasks.json | 41 +++++++++++++++++++++++++++++++++++++++++ 3 files changed, 63 insertions(+) create mode 100644 .vscode/extensions.json create mode 100644 .vscode/launch.json create mode 100644 .vscode/tasks.json diff --git a/.vscode/extensions.json b/.vscode/extensions.json new file mode 100644 index 0000000..e1dac00 --- /dev/null +++ b/.vscode/extensions.json @@ -0,0 +1,3 @@ +{ + "recommendations": ["angular.ng-template"] +} diff --git a/.vscode/launch.json b/.vscode/launch.json new file mode 100644 index 0000000..2483f26 --- /dev/null +++ b/.vscode/launch.json @@ -0,0 +1,19 @@ +{ + "version": "0.2.0", + "configurations": [ + { + "name": "ng serve", + "type": "chrome", + "request": "launch", + "preLaunchTask": "npm: start", + "url": "http://localhost:4200/" + }, + { + "name": "ng test", + "type": "chrome", + "request": "launch", + "preLaunchTask": "npm: test", + "url": "http://localhost:9876/debug.html" + } + ] +} diff --git a/.vscode/tasks.json b/.vscode/tasks.json new file mode 100644 index 0000000..63b0275 --- /dev/null +++ b/.vscode/tasks.json @@ -0,0 +1,41 @@ +{ + "version": "2.0.0", + "tasks": [ + { + "type": "npm", + "script": "start", + "isBackground": true, + "problemMatcher": { + "owner": "typescript", + "pattern": "$tsc", + "background": { + "activeOnStart": true, + "beginsPattern": { + "regexp": "(.*?)" + }, + "endsPattern": { + "regexp": "bundle generation complete" + } + } + } + }, + { + "type": "npm", + "script": "test", + "isBackground": true, + "problemMatcher": { + "owner": "typescript", + "pattern": "$tsc", + "background": { + "activeOnStart": true, + "beginsPattern": { + "regexp": "(.*?)" + }, + "endsPattern": { + "regexp": "bundle generation complete" + } + } + } + } + ] +} From eb550b134c85e68a8c86f85b152a9bb8f6e04132 Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:19:15 +0200 Subject: [PATCH 03/70] feat: update settings --- .vscode/launch.json | 35 +++++++++++++++++++++++++++-------- .vscode/tasks.json | 42 +++++++++++++++++++++++++----------------- 2 files changed, 52 insertions(+), 25 deletions(-) diff --git a/.vscode/launch.json b/.vscode/launch.json index 2483f26..e11e44d 100644 --- a/.vscode/launch.json +++ b/.vscode/launch.json @@ -2,18 +2,37 @@ "version": "0.2.0", "configurations": [ { - "name": "ng serve", + "name": "Renderer", "type": "chrome", - "request": "launch", - "preLaunchTask": "npm: start", - "url": "http://localhost:4200/" + "request": "attach", + "port": 9876, + "url": "http://localhost:4200", + "sourceMaps": true, + "timeout": 10000, + "trace": true, + "sourceMapPathOverrides": { + "webpack:///./*": "${workspaceFolder}/*" + }, + "preLaunchTask": "Build.Renderer" }, { - "name": "ng test", - "type": "chrome", + "name": "Main", + "type": "node", "request": "launch", - "preLaunchTask": "npm: test", - "url": "http://localhost:9876/debug.html" + "cwd": "${workspaceFolder}", + "runtimeExecutable": "${workspaceFolder}/node_modules/.bin/electron", + "trace": true, + "runtimeArgs": ["--serve", ".", "--remote-debugging-port=9876"], + "windows": { + "runtimeExecutable": "${workspaceFolder}/node_modules/.bin/electron.cmd" + }, + "preLaunchTask": "Build.Main" + } + ], + "compounds": [ + { + "name": "Application Debug", + "configurations": ["Renderer", "Main"] } ] } diff --git a/.vscode/tasks.json b/.vscode/tasks.json index 63b0275..387b0c4 100644 --- a/.vscode/tasks.json +++ b/.vscode/tasks.json @@ -2,38 +2,46 @@ "version": "2.0.0", "tasks": [ { - "type": "npm", - "script": "start", - "isBackground": true, + "label": "Build.Main", + "type": "shell", + "command": "npm run electron:serve-tsc", + "isBackground": false, + "group": { + "kind": "build", + "isDefault": true + }, "problemMatcher": { "owner": "typescript", + "source": "ts", + "applyTo": "closedDocuments", + "fileLocation": ["relative", "${cwd}"], "pattern": "$tsc", "background": { "activeOnStart": true, - "beginsPattern": { - "regexp": "(.*?)" - }, - "endsPattern": { - "regexp": "bundle generation complete" - } + "beginsPattern": "^.*", + "endsPattern": "^.*Terminal will be reused by tasks, press any key to close it.*" } } }, { - "type": "npm", - "script": "test", + "label": "Build.Renderer", + "type": "shell", + "command": "npm run ng:serve", "isBackground": true, + "group": { + "kind": "build", + "isDefault": true + }, "problemMatcher": { "owner": "typescript", + "source": "ts", + "applyTo": "closedDocuments", + "fileLocation": ["relative", "${cwd}"], "pattern": "$tsc", "background": { "activeOnStart": true, - "beginsPattern": { - "regexp": "(.*?)" - }, - "endsPattern": { - "regexp": "bundle generation complete" - } + "beginsPattern": "^.*", + "endsPattern": "^.*Compiled successfully.*" } } } From 6aa6dbd259dfc65ef3e79b0f741b819e9adaa44c Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:20:10 +0200 Subject: [PATCH 04/70] feat: add tsconfig --- tsconfig.json | 29 +++++++++++++++++++++++++++++ 1 file changed, 29 insertions(+) create mode 100644 tsconfig.json diff --git a/tsconfig.json b/tsconfig.json new file mode 100644 index 0000000..4be6a5c --- /dev/null +++ b/tsconfig.json @@ -0,0 +1,29 @@ +{ + "compileOnSave": false, + "compilerOptions": { + "strict": true, + "outDir": "./dist/out-tsc", + "module": "es2022", + "sourceMap": true, + "declaration": false, + "moduleResolution": "node", + "emitDecoratorMetadata": true, + "experimentalDecorators": true, + "allowJs": true, + "target": "ES2022", + "typeRoots": ["node_modules/@types"], + "lib": ["es2017", "es2016", "es2015", "es2018", "dom"], + "useDefineForClassFields": false + }, + "exclude": ["node_modules"], + "angularCompilerOptions": { + "strictTemplates": true, + "fullTemplateTypeCheck": true, + "annotateForClosureCompiler": true, + "strictInjectionParameters": true, + "skipTemplateCodegen": false, + "preserveWhitespaces": true, + "skipMetadataEmit": false, + "disableTypeScriptVersionCheck": true + } +} From eb85887bc72d2af739a2717c185f19e1cd9b8669 Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:20:28 +0200 Subject: [PATCH 05/70] feat: add tsconfig.serve --- tsconfig.serve.json | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 tsconfig.serve.json diff --git a/tsconfig.serve.json b/tsconfig.serve.json new file mode 100644 index 0000000..ab235fd --- /dev/null +++ b/tsconfig.serve.json @@ -0,0 +1,15 @@ +{ + "compilerOptions": { + "sourceMap": true, + "declaration": false, + "moduleResolution": "node", + "emitDecoratorMetadata": true, + "experimentalDecorators": true, + "module": "commonjs", + "target": "es2015", + "types": ["node"], + "lib": ["es2017", "es2016", "es2015", "dom"] + }, + "files": ["app/main.ts"], + "exclude": ["node_modules", "**/*.spec.ts"] +} From fdaa23dd066aa66b2d0930ddfd093a4c62e13756 Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:21:20 +0200 Subject: [PATCH 06/70] feat: add electron builder --- electron-builder.json | 32 ++++++++++++++++++++++++++++++++ 1 file changed, 32 insertions(+) create mode 100644 electron-builder.json diff --git a/electron-builder.json b/electron-builder.json new file mode 100644 index 0000000..8b797d9 --- /dev/null +++ b/electron-builder.json @@ -0,0 +1,32 @@ +{ + "asar": true, + "directories": { + "output": "release/" + }, + "files": [ + "**/*", + "!**/*.ts", + "!*.map", + "!package.json", + "!package-lock.json", + { + "from": "../dist", + "filter": ["**/*"] + } + ], + "win": { + "icon": "dist/assets/icons", + "target": ["portable"] + }, + "portable": { + "splashImage": "dist/assets/icons/electron.bmp" + }, + "mac": { + "icon": "dist/assets/icons", + "target": ["dmg"] + }, + "linux": { + "icon": "dist/assets/icons", + "target": ["AppImage"] + } +} From d0ddd89d271be904f984689dfb34ee6aea25a555 Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:22:36 +0200 Subject: [PATCH 07/70] feat: add noder version --- .node-version | 1 + 1 file changed, 1 insertion(+) create mode 100644 .node-version diff --git a/.node-version b/.node-version new file mode 100644 index 0000000..2edeafb --- /dev/null +++ b/.node-version @@ -0,0 +1 @@ +20 \ No newline at end of file From 257144bc494a37728aa86d41ecb4ec435cf03aef Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:25:01 +0200 Subject: [PATCH 08/70] feat: add angular webpack config --- angular.webpack.js | 31 +++++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) create mode 100644 angular.webpack.js diff --git a/angular.webpack.js b/angular.webpack.js new file mode 100644 index 0000000..62b3e62 --- /dev/null +++ b/angular.webpack.js @@ -0,0 +1,31 @@ +const NodePolyfillPlugin = require('node-polyfill-webpack-plugin'); + +module.exports = (config, options) => { + config.target = 'electron-renderer'; + + if (options.fileReplacements) { + for (let fileReplacement of options.fileReplacements) { + if (fileReplacement.replace !== 'src/environments/environment.ts') { + continue; + } + + let fileReplacementParts = fileReplacement['with'].split('.'); + if ( + fileReplacementParts.length > 1 && + ['web'].indexOf(fileReplacementParts[1]) >= 0 + ) { + config.target = 'web'; + } + break; + } + } + + config.plugins = [ + ...config.plugins, + new NodePolyfillPlugin({ + excludeAliases: ['console'], + }), + ]; + + return config; +}; From 5bf24007750879d60b609846844651901b2ba6ab Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:26:14 +0200 Subject: [PATCH 09/70] feat: add angular config --- angular.json | 138 +++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 138 insertions(+) create mode 100644 angular.json diff --git a/angular.json b/angular.json new file mode 100644 index 0000000..0d729df --- /dev/null +++ b/angular.json @@ -0,0 +1,138 @@ +{ + "$schema": "./node_modules/@angular/cli/lib/config/schema.json", + "cli": { + "schematicCollections": ["@angular-eslint/schematics"] + }, + "version": 1, + "newProjectRoot": "projects", + "projects": { + "angular-electron": { + "root": "", + "sourceRoot": "src", + "projectType": "application", + "schematics": { + "@schematics/angular:application": { + "strict": true + }, + "@schematics/angular:component": { + "style": "scss" + } + }, + "prefix": "app", + "architect": { + "build": { + "builder": "@angular-builders/custom-webpack:browser", + "options": { + "outputPath": "dist", + "index": "src/index.html", + "main": "src/main.ts", + "tsConfig": "src/tsconfig.app.json", + "polyfills": "src/polyfills.ts", + "inlineStyleLanguage": "scss", + "assets": ["src/favicon.ico", "src/assets"], + "styles": ["src/styles.scss"], + "scripts": [], + "customWebpackConfig": { + "path": "./angular.webpack.js", + "replaceDuplicatePlugins": true + } + }, + "configurations": { + "dev": { + "optimization": false, + "outputHashing": "none", + "sourceMap": true, + "namedChunks": false, + "aot": false, + "extractLicenses": true, + "vendorChunk": false, + "buildOptimizer": false, + "fileReplacements": [ + { + "replace": "src/environments/environment.ts", + "with": "src/environments/environment.dev.ts" + } + ] + }, + "production": { + "optimization": true, + "outputHashing": "all", + "sourceMap": false, + "namedChunks": false, + "aot": true, + "extractLicenses": true, + "vendorChunk": false, + "buildOptimizer": true, + "fileReplacements": [ + { + "replace": "src/environments/environment.ts", + "with": "src/environments/environment.prod.ts" + } + ] + }, + "web": { + "optimization": false, + "outputHashing": "none", + "sourceMap": true, + "namedChunks": false, + "aot": false, + "extractLicenses": true, + "vendorChunk": false, + "buildOptimizer": false, + "fileReplacements": [ + { + "replace": "src/environments/environment.ts", + "with": "src/environments/environment.web.ts" + } + ] + }, + "web-production": { + "optimization": true, + "outputHashing": "all", + "sourceMap": false, + "namedChunks": false, + "aot": true, + "extractLicenses": true, + "vendorChunk": false, + "buildOptimizer": true, + "fileReplacements": [ + { + "replace": "src/environments/environment.ts", + "with": "src/environments/environment.web.prod.ts" + } + ] + } + } + }, + "serve": { + "builder": "@angular-builders/custom-webpack:dev-server", + "options": { + "browserTarget": "angular-electron:build" + }, + "configurations": { + "dev": { + "browserTarget": "angular-electron:build:dev" + }, + "production": { + "browserTarget": "angular-electron:build:production" + }, + "web": { + "browserTarget": "angular-electron:build:web" + }, + "web-production": { + "browserTarget": "angular-electron:build:web-production" + } + } + } + } + } + }, + "schematics": { + "@angular-eslint/schematics:application": { + "setParserOptionsProject": true + }, + "@angular-eslint/schematics:library": { + "setParserOptionsProject": true + } + } +} From e4a695e74fa6e1a902cc332971f8d381909d0893 Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:29:28 +0200 Subject: [PATCH 10/70] feat: update gitignore --- .gitignore | 40 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 40 insertions(+) diff --git a/.gitignore b/.gitignore index e69de29..3894e4c 100644 --- a/.gitignore +++ b/.gitignore @@ -0,0 +1,40 @@ +# Compiled output +/dist +/tmp +/out-tsc +/bazel-out + +# Node +/node_modules +npm-debug.log +yarn-error.log + +# IDEs and editors +.idea/ +.project +.classpath +.c9/ +*.launch +.settings/ +*.sublime-workspace + +# Visual Studio Code +.vscode/* +!.vscode/settings.json +!.vscode/tasks.json +!.vscode/launch.json +!.vscode/extensions.json +.history/* + +# Miscellaneous +/.angular/cache +.sass-cache/ +/connect.lock +/coverage +/libpeerconnection.log +testem.log +/typings + +# System files +.DS_Store +Thumbs.db From 6ae9b6f39583997afa55761b8b4c52c20db70a79 Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:31:02 +0200 Subject: [PATCH 11/70] feat: add favicon --- public/favicon.ico | Bin 0 -> 9086 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 public/favicon.ico diff --git a/public/favicon.ico b/public/favicon.ico new file mode 100644 index 0000000000000000000000000000000000000000..a0d86a1d340a499348f71401982c62ef4048045f GIT binary patch literal 9086 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electron:serve-tsc && electron . --serve", + "electron:local": "npm run build:prod && electron .", + "electron:build": "npm run build:prod && electron-builder build --publish=never" + }, + "dependencies": { + "@angular/animations": "^18.0.0", + "@angular/common": "^18.0.0", + "@angular/compiler": "^18.0.0", + "@angular/core": "^18.0.0", + "@angular/forms": "^18.0.0", + "@angular/platform-browser": "^18.0.0", + "@angular/platform-browser-dynamic": "^18.0.0", + "@angular/router": "^18.0.0", + "@fortawesome/angular-fontawesome": "^0.15.0", + "@fortawesome/free-solid-svg-icons": "^6.5.2", + "bulma": "^1.0.1", + "rxjs": "~7.8.0", + "tslib": "^2.3.0", + "zone.js": "~0.14.3" + }, + "devDependencies": { + "@angular-builders/custom-webpack": "^18.0.0", + "@angular-devkit/build-angular": "^18.0.0", + "@angular-eslint/builder": "^18.0.0", + "@angular-eslint/eslint-plugin": "^18.0.0", + "@angular-eslint/eslint-plugin-template": "^18.0.0", + "@angular-eslint/schematics": "^18.0.0", + "@angular-eslint/template-parser": "^18.0.0", + "@angular/cli": "^18.0.0", + "@angular/compiler-cli": "^18.0.0", + "@types/jest": "^29.5.12", + "@types/node": "^20.12.7", + "@typescript-eslint/eslint-plugin": "^7.7.1", + "@typescript-eslint/parser": "^7.7.1", + "electron": "^30.0.1", + "electron-builder": "^24.13.3", + "electron-debug": "^3.2.0", + "electron-reloader": "^1.2.3", + "eslint": "^8.57.0", + "eslint-plugin-import": "^2.29.1", + "eslint-plugin-jsdoc": "^48.2.3", + "eslint-plugin-prefer-arrow": "^1.2.3", + "jest": "^29.7.0", + "node-polyfill-webpack-plugin": "^2.0.1", + "npm-run-all": "^4.1.5", + "ts-node": "^10.9.2", + "typescript": "^5.4.5", + "wait-on": "^7.2.0", + "webdriver-manager": "^12.1.9" + } +} From 91a41b4b878a4550da9c2b2ff2eae698b08294e0 Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:43:33 +0200 Subject: [PATCH 13/70] fix: config --- angular.json | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/angular.json b/angular.json index 0d729df..23e28ee 100644 --- a/angular.json +++ b/angular.json @@ -107,20 +107,20 @@ "serve": { "builder": "@angular-builders/custom-webpack:dev-server", "options": { - "browserTarget": "angular-electron:build" + "buildTarget": "angular-electron:build" }, "configurations": { "dev": { - "browserTarget": "angular-electron:build:dev" + "buildTarget": "angular-electron:build:dev" }, "production": { - "browserTarget": "angular-electron:build:production" + "buildTarget": "angular-electron:build:production" }, "web": { - "browserTarget": "angular-electron:build:web" + "buildTarget": "angular-electron:build:web" }, "web-production": { - "browserTarget": "angular-electron:build:web-production" + "buildTarget": "angular-electron:build:web-production" } } } From 406fa60d15c07766c56533bf67baeb338e0cfc32 Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Tue, 9 Jul 2024 17:44:24 +0200 Subject: [PATCH 14/70] feat: add generated files --- .gitignore | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/.gitignore b/.gitignore index 3894e4c..8022deb 100644 --- a/.gitignore +++ b/.gitignore @@ -38,3 +38,7 @@ testem.log # System files .DS_Store Thumbs.db + +# Generated files +app/main.js +app/main.js.map From bd6944fd66703a996b89c5ab02b2d73d2007244e Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Wed, 10 Jul 2024 09:21:21 +0200 Subject: [PATCH 15/70] feat: add main script --- app/main.ts | 54 +++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 54 insertions(+) create mode 100644 app/main.ts diff --git a/app/main.ts b/app/main.ts new file mode 100644 index 0000000..0471411 --- /dev/null +++ b/app/main.ts @@ -0,0 +1,54 @@ +import { app, BrowserWindow } from 'electron'; +import * as fs from 'fs'; +import * as path from 'path'; + +function createWindow(): BrowserWindow { + const inDebugMode = process.argv.slice(1).some((val) => val === '--serve'); + + const browserWindow = new BrowserWindow({ + width: 1024, + height: 768, + autoHideMenuBar: true, + webPreferences: { + nodeIntegration: true, + allowRunningInsecureContent: inDebugMode, + contextIsolation: false, + }, + }); + browserWindow.center(); + + if (inDebugMode) { + const debug = require('electron-debug'); + debug(); + + require('electron-reloader')(module); + browserWindow.loadURL('http://localhost:4200'); + } else { + let pathIndex = './index.html'; + + if (fs.existsSync(path.join(__dirname, '../dist/index.html'))) { + pathIndex = '../dist/index.html'; + } + + const url = new URL(path.join('file:', __dirname, pathIndex)); + browserWindow.loadURL(url.href); + } + + return browserWindow; +} + +app.whenReady().then(() => { + createWindow(); + + app.on('activate', () => { + if (BrowserWindow.getAllWindows().length === 0) { + createWindow(); + } + }); +}); + +app.on('window-all-closed', () => { + if (process.platform !== 'darwin') { + app.quit(); + } +}); From 70233192b416ae059faa65471ae1e11058ca8975 Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Wed, 10 Jul 2024 09:22:15 +0200 Subject: [PATCH 16/70] feat: add prettier config --- .prettierrc.json | 5 +++++ 1 file changed, 5 insertions(+) create mode 100644 .prettierrc.json diff --git a/.prettierrc.json b/.prettierrc.json new file mode 100644 index 0000000..4b9a2d9 --- /dev/null +++ b/.prettierrc.json @@ -0,0 +1,5 @@ +{ + "printWidth": 120, + "singleQuote": true, + "trailingComma": "all" +} From af9c6ebcfcedc08592840336195a480281133e66 Mon Sep 17 00:00:00 2001 From: severinsimmler <s.simmler@snapaddy.com> Date: Wed, 10 Jul 2024 12:27:21 +0200 Subject: [PATCH 17/70] feat: add src --- src/environments/environment.dev.ts | 4 ++++ src/environments/environment.prod.ts | 4 ++++ src/environments/environment.ts | 4 ++++ src/environments/environment.web.prod.ts | 4 ++++ src/environments/environment.web.ts | 4 ++++ src/index.html | 13 +++++++++++++ src/main.ts | 5 +++++ src/polyfills.ts | 1 + src/styles.scss | 5 +++++ src/tsconfig.app.json | 11 +++++++++++ 10 files changed, 55 insertions(+) create mode 100644 src/environments/environment.dev.ts create mode 100644 src/environments/environment.prod.ts create mode 100644 src/environments/environment.ts create mode 100644 src/environments/environment.web.prod.ts create mode 100644 src/environments/environment.web.ts create mode 100644 src/index.html create mode 100644 src/main.ts create mode 100644 src/polyfills.ts create mode 100644 src/styles.scss create mode 100644 src/tsconfig.app.json diff --git a/src/environments/environment.dev.ts b/src/environments/environment.dev.ts new file mode 100644 index 0000000..25c1566 --- /dev/null +++ b/src/environments/environment.dev.ts @@ -0,0 +1,4 @@ +export const APP_CONFIG = { + production: false, + environment: 'DEV' +}; diff --git a/src/environments/environment.prod.ts b/src/environments/environment.prod.ts new file mode 100644 index 0000000..21919cf --- /dev/null +++ b/src/environments/environment.prod.ts @@ -0,0 +1,4 @@ +export const APP_CONFIG = { + production: true, + environment: 'PROD' +}; diff --git a/src/environments/environment.ts b/src/environments/environment.ts new file mode 100644 index 0000000..ac0e11c --- /dev/null +++ b/src/environments/environment.ts @@ -0,0 +1,4 @@ +export const APP_CONFIG = { + production: false, + environment: 'LOCAL' +}; diff --git a/src/environments/environment.web.prod.ts b/src/environments/environment.web.prod.ts new file mode 100644 index 0000000..c74e228 --- /dev/null +++ b/src/environments/environment.web.prod.ts @@ -0,0 +1,4 @@ +export const APP_CONFIG = { + production: true, + environment: 'WEB-PROD' +}; diff --git a/src/environments/environment.web.ts b/src/environments/environment.web.ts new file mode 100644 index 0000000..a70d721 --- /dev/null +++ b/src/environments/environment.web.ts @@ -0,0 +1,4 @@ +export const APP_CONFIG = { + production: false, + environment: 'WEB' +}; diff --git a/src/index.html b/src/index.html new file mode 100644 index 0000000..9d67185 --- /dev/null +++ b/src/index.html @@ -0,0 +1,13 @@ +<!doctype html> +<html lang="en"> +<head> + <meta charset="utf-8"> + <title>TopicsExplorer + + + + + + + + diff --git a/src/main.ts b/src/main.ts new file mode 100644 index 0000000..17447a5 --- /dev/null +++ b/src/main.ts @@ -0,0 +1,5 @@ +import { bootstrapApplication } from '@angular/platform-browser'; +import { appConfig } from './app/app.config'; +import { AppComponent } from './app/app.component'; + +bootstrapApplication(AppComponent, appConfig).catch((err) => console.error(err)); diff --git a/src/polyfills.ts b/src/polyfills.ts new file mode 100644 index 0000000..aa09a9f --- /dev/null +++ b/src/polyfills.ts @@ -0,0 +1 @@ +import 'zone.js'; diff --git a/src/styles.scss b/src/styles.scss new file mode 100644 index 0000000..8d87d1d --- /dev/null +++ b/src/styles.scss @@ -0,0 +1,5 @@ +@use 'bulma/sass'; + +html { + overflow: auto; +} diff --git a/src/tsconfig.app.json b/src/tsconfig.app.json new file mode 100644 index 0000000..6dc7977 --- /dev/null +++ b/src/tsconfig.app.json @@ -0,0 +1,11 @@ +{ + "extends": "../tsconfig.json", + "compilerOptions": { + "outDir": "../out-tsc/app", + "baseUrl": "", + "types": ["node"] + }, + "files": ["main.ts", "polyfills.ts"], + "include": ["**/*.d.ts"], + "exclude": ["**/*.spec.ts"] +} From 587d745bc509c59dc1eda3189c7eabf07c52a1d9 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Wed, 10 Jul 2024 12:28:54 +0200 Subject: [PATCH 18/70] feat: add app --- src/app/app.component.html | 1 + src/app/app.component.scss | 0 src/app/app.component.ts | 12 ++++++++++++ src/app/app.config.ts | 8 ++++++++ src/app/app.routes.ts | 3 +++ 5 files changed, 24 insertions(+) create mode 100644 src/app/app.component.html create mode 100644 src/app/app.component.scss create mode 100644 src/app/app.component.ts create mode 100644 src/app/app.config.ts create mode 100644 src/app/app.routes.ts diff --git a/src/app/app.component.html b/src/app/app.component.html new file mode 100644 index 0000000..2934ad1 --- /dev/null +++ b/src/app/app.component.html @@ -0,0 +1 @@ + diff --git a/src/app/app.component.scss b/src/app/app.component.scss new file mode 100644 index 0000000..e69de29 diff --git a/src/app/app.component.ts b/src/app/app.component.ts new file mode 100644 index 0000000..7182c2d --- /dev/null +++ b/src/app/app.component.ts @@ -0,0 +1,12 @@ +import { Component } from '@angular/core'; +import { RouterOutlet } from '@angular/router'; +import { HomeComponent } from './pages/home/home.component'; + +@Component({ + selector: 'app-root', + standalone: true, + imports: [RouterOutlet, HomeComponent], + templateUrl: './app.component.html', + styleUrl: './app.component.scss' +}) +export class AppComponent {} diff --git a/src/app/app.config.ts b/src/app/app.config.ts new file mode 100644 index 0000000..7afc797 --- /dev/null +++ b/src/app/app.config.ts @@ -0,0 +1,8 @@ +import { ApplicationConfig, provideZoneChangeDetection } from '@angular/core'; +import { provideRouter } from '@angular/router'; + +import { routes } from './app.routes'; + +export const appConfig: ApplicationConfig = { + providers: [provideZoneChangeDetection({ eventCoalescing: true }), provideRouter(routes)], +}; diff --git a/src/app/app.routes.ts b/src/app/app.routes.ts new file mode 100644 index 0000000..dc39edb --- /dev/null +++ b/src/app/app.routes.ts @@ -0,0 +1,3 @@ +import { Routes } from '@angular/router'; + +export const routes: Routes = []; From befa29991e4356932e321c0c8c9c8a2ef125879a Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Wed, 10 Jul 2024 12:29:22 +0200 Subject: [PATCH 19/70] fix: comma --- src/app/app.component.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/app/app.component.ts b/src/app/app.component.ts index 7182c2d..cafffbf 100644 --- a/src/app/app.component.ts +++ b/src/app/app.component.ts @@ -7,6 +7,6 @@ import { HomeComponent } from './pages/home/home.component'; standalone: true, imports: [RouterOutlet, HomeComponent], templateUrl: './app.component.html', - styleUrl: './app.component.scss' + styleUrl: './app.component.scss', }) export class AppComponent {} From 11897a0cb4e3cec9d54bfd8d69f4713e26773603 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Wed, 10 Jul 2024 13:13:18 +0200 Subject: [PATCH 20/70] feat: add dom.iterable --- tsconfig.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tsconfig.json b/tsconfig.json index 4be6a5c..adbf868 100644 --- a/tsconfig.json +++ b/tsconfig.json @@ -12,7 +12,7 @@ "allowJs": true, "target": "ES2022", "typeRoots": ["node_modules/@types"], - "lib": ["es2017", "es2016", "es2015", "es2018", "dom"], + "lib": ["es2017", "es2016", "es2015", "es2018", "dom", "dom.iterable"], "useDefineForClassFields": false }, "exclude": ["node_modules"], From e792b093f9d391b9b37b53cc664400fcd4620458 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 30 Jul 2024 18:15:11 +0200 Subject: [PATCH 21/70] feat: add stopwords --- src/app/shared/stopwords.shared.ts | 13 +++++++++++++ 1 file changed, 13 insertions(+) create mode 100644 src/app/shared/stopwords.shared.ts diff --git a/src/app/shared/stopwords.shared.ts b/src/app/shared/stopwords.shared.ts new file mode 100644 index 0000000..b7cd479 --- /dev/null +++ b/src/app/shared/stopwords.shared.ts @@ -0,0 +1,13 @@ +export const ENGLISH_STOPWORDS = new Set([]); +export const FRENCH_STOPWORDS = new Set([]); +export const GERMAN_STOPWORDS = new Set([]); +export const ITALIAN_STOPWORDS = new Set([]); +export const SPANISH_STOPWORDS = new Set([]); + +export const STOPWORDS = new Set([ + ...ENGLISH_STOPWORDS, + ...FRENCH_STOPWORDS, + ...GERMAN_STOPWORDS, + ...ITALIAN_STOPWORDS, + ...SPANISH_STOPWORDS, +]); From 972961888313b8377462d389fe2bae6a21b9d684 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 30 Jul 2024 18:16:49 +0200 Subject: [PATCH 22/70] feat: add interfaces --- src/app/shared/interfaces.shared.ts | 34 +++++++++++++++++++++++++++++ 1 file changed, 34 insertions(+) create mode 100644 src/app/shared/interfaces.shared.ts diff --git a/src/app/shared/interfaces.shared.ts b/src/app/shared/interfaces.shared.ts new file mode 100644 index 0000000..3b59a32 --- /dev/null +++ b/src/app/shared/interfaces.shared.ts @@ -0,0 +1,34 @@ +/** + * Represents a text document. + */ +export interface TextDocument { + /** + * Name of the document. + */ + name: string; + + /** + * Text content of the document. + */ + text: string; + + /** + * List of tokens extracted from the document. + */ + tokens: string[]; +} + +/** + * Represents the features extracted from a corpus of text documents. + */ +export interface Features { + /** + * Ordered list of unique words in the corpus. + */ + vocabulary: string[]; + + /** + * Mapping of document names to word counts. + */ + documents: Map>; +} From 5da06ffd4dd111152772e1509675b9de7f2fb474 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Wed, 31 Jul 2024 08:44:03 +0200 Subject: [PATCH 23/70] feat: shared utils --- src/app/shared/utils.shared.ts | 69 ++++++++++++++++++++++++++++++++++ 1 file changed, 69 insertions(+) create mode 100644 src/app/shared/utils.shared.ts diff --git a/src/app/shared/utils.shared.ts b/src/app/shared/utils.shared.ts new file mode 100644 index 0000000..13cfef1 --- /dev/null +++ b/src/app/shared/utils.shared.ts @@ -0,0 +1,69 @@ +import { TextDocument } from './interfaces.shared'; +import { STOPWORDS } from './stopwords.shared'; + +type BagOfWords = Map>; + +/** + * Splits a text into tokens. + */ +export function tokenizeText(text: string): string[] { + return text.match(/\b\w\w+\b/g) || []; +} + +/** + * Extracts the vocabulary (a map from token to ID) from a corpus of text documents. + * + * @note Also filters out stopwords, single character tokens and hapax legomena. + */ +export function extractVocabulary(corpus: TextDocument[]): Map { + const counts = new Map(); + + for (const document of corpus) { + for (const token of document.tokens.filter((token) => token.length > 1 && !STOPWORDS.has(token))) { + counts.set(token, (counts.get(token) || 0) + 1); + } + } + + const vocabulary = new Map(); + for (const [token, count] of counts.entries()) { + if (count > 1) { + vocabulary.set(token, vocabulary.size); + } + } + + return vocabulary; +} + +/** + * Gets the bag-of-words representation of a corpus of text documents. + */ +export function getBagOfWords(corpus: TextDocument[], vocabulary: Map): BagOfWords { + const bagOfWords: BagOfWords = new Map(); + + for (const document of corpus) { + const counts = new Map(); + for (const token of document.tokens) { + const tokenId = vocabulary.get(token); + if (tokenId) { + counts.set(tokenId, (counts.get(tokenId) || 0) + 1); + } + } + bagOfWords.set(document.name, counts); + } + + return bagOfWords; +} + +/** + * Gets a zero matrix of size m x n. + */ +export function getZeroMatrix(m: number, n: number): Uint32Array[] { + return Array.from({ length: m }, () => getZeroVector(n)); +} + +/** + * Gets a zero vector of size n. + */ +export function getZeroVector(n: number): Uint32Array { + return new Uint32Array(n); +} From e4fe739dc3adb6705db1b4de7400b15c5927d304 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Wed, 31 Jul 2024 09:10:25 +0200 Subject: [PATCH 24/70] feat: update bow type --- src/app/shared/utils.shared.ts | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/src/app/shared/utils.shared.ts b/src/app/shared/utils.shared.ts index 13cfef1..fd064c0 100644 --- a/src/app/shared/utils.shared.ts +++ b/src/app/shared/utils.shared.ts @@ -1,7 +1,6 @@ import { TextDocument } from './interfaces.shared'; import { STOPWORDS } from './stopwords.shared'; - -type BagOfWords = Map>; +import { BagOfWords } from './types.shared'; /** * Splits a text into tokens. @@ -37,8 +36,8 @@ export function extractVocabulary(corpus: TextDocument[]): Map { /** * Gets the bag-of-words representation of a corpus of text documents. */ -export function getBagOfWords(corpus: TextDocument[], vocabulary: Map): BagOfWords { - const bagOfWords: BagOfWords = new Map(); +export function getBagOfWords(corpus: TextDocument[], vocabulary: Map): BagOfWords[] { + const bagOfWords: BagOfWords[] = []; for (const document of corpus) { const counts = new Map(); @@ -48,7 +47,7 @@ export function getBagOfWords(corpus: TextDocument[], vocabulary: Map Date: Wed, 31 Jul 2024 09:10:35 +0200 Subject: [PATCH 25/70] feat: add types --- src/app/shared/types.shared.ts | 14 ++++++++++++++ 1 file changed, 14 insertions(+) create mode 100644 src/app/shared/types.shared.ts diff --git a/src/app/shared/types.shared.ts b/src/app/shared/types.shared.ts new file mode 100644 index 0000000..3ff3d3f --- /dev/null +++ b/src/app/shared/types.shared.ts @@ -0,0 +1,14 @@ +/** + * Bag-of-words representation of a text document. + */ +export type BagOfWords = { name: string; counts: Map }; + +/** + * Might be a value of type T or undefined. + */ +export type Maybe = T | undefined; + +/** + * Might be a value of type T or null. + */ +export type Nullable = T | null; From bf1f12fb6267d2d47ef77faf3cd8335637be9cf9 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Wed, 31 Jul 2024 09:11:27 +0200 Subject: [PATCH 26/70] feat: topic model interface --- src/app/shared/interfaces.shared.ts | 17 ++++++++++++++++- 1 file changed, 16 insertions(+), 1 deletion(-) diff --git a/src/app/shared/interfaces.shared.ts b/src/app/shared/interfaces.shared.ts index 3b59a32..56fba92 100644 --- a/src/app/shared/interfaces.shared.ts +++ b/src/app/shared/interfaces.shared.ts @@ -30,5 +30,20 @@ export interface Features { /** * Mapping of document names to word counts. */ - documents: Map>; + documents: Map>; +} + +/** + * Trained topic model. + */ +export interface TopicModel { + /** + * Distribution of topics for each document. + */ + documentTopicDistribution: number[][]; + + /** + * Distribution of words for each topic. + */ + topicWordDistribution: number[][]; } From 9b2a7ea92b544c61381a7efaaf47f9174fb70d2b Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Thu, 1 Aug 2024 12:18:39 +0200 Subject: [PATCH 27/70] feat: most common words --- src/app/shared/utils.shared.ts | 14 +++++++++++++- 1 file changed, 13 insertions(+), 1 deletion(-) diff --git a/src/app/shared/utils.shared.ts b/src/app/shared/utils.shared.ts index fd064c0..163de49 100644 --- a/src/app/shared/utils.shared.ts +++ b/src/app/shared/utils.shared.ts @@ -9,6 +9,17 @@ export function tokenizeText(text: string): string[] { return text.match(/\b\w\w+\b/g) || []; } +/** + * Gets the most common words in a vocabulary. + */ +export function getMostCommonWords(counts: Map, n: number = 10): Set { + return new Set( + Array.from(counts.keys()) + .sort((a, b) => counts.get(b)! - counts.get(a)!) + .slice(0, n), + ); +} + /** * Extracts the vocabulary (a map from token to ID) from a corpus of text documents. * @@ -23,9 +34,10 @@ export function extractVocabulary(corpus: TextDocument[]): Map { } } + const mostCommonWords = getMostCommonWords(counts); const vocabulary = new Map(); for (const [token, count] of counts.entries()) { - if (count > 1) { + if (count > 1 && !mostCommonWords.has(token)) { vocabulary.set(token, vocabulary.size); } } From 71c99ef4ea07e8d10ecba283f942a4b68c9c09cb Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Thu, 1 Aug 2024 12:52:44 +0200 Subject: [PATCH 28/70] feat: add stopwords --- src/app/shared/stopwords.shared.ts | 10529 ++++++++++++++++++++++++++- 1 file changed, 10524 insertions(+), 5 deletions(-) diff --git a/src/app/shared/stopwords.shared.ts b/src/app/shared/stopwords.shared.ts index b7cd479..2621039 100644 --- a/src/app/shared/stopwords.shared.ts +++ b/src/app/shared/stopwords.shared.ts @@ -1,13 +1,10532 @@ -export const ENGLISH_STOPWORDS = new Set([]); -export const FRENCH_STOPWORDS = new Set([]); -export const GERMAN_STOPWORDS = new Set([]); -export const ITALIAN_STOPWORDS = new Set([]); -export const SPANISH_STOPWORDS = new Set([]); +export const ARABIC_STOPWORDS = new Set([ + 'إذ', + 'إذا', + 'إذما', + 'إذن', + 'أف', + 'أقل', + 'أكثر', + 'ألا', + 'إلا', + 'التي', + 'الذي', + 'الذين', + 'اللاتي', + 'اللائي', + 'اللتان', + 'اللتيا', + 'اللتين', + 'اللذان', + 'اللذين', + 'اللواتي', + 'إلى', + 'إليك', + 'إليكم', + 'إليكما', + 'إليكن', + 'أم', + 'أما', + 'أما', + 'إما', + 'أن', + 'إن', + 'إنا', + 'أنا', + 'أنت', + 'أنتم', + 'أنتما', + 'أنتن', + 'إنما', + 'إنه', + 'أنى', + 'أنى', + 'آه', + 'آها', + 'أو', + 'أولاء', + 'أولئك', + 'أوه', + 'آي', + 'أي', + 'أيها', + 'إي', + 'أين', + 'أين', + 'أينما', + 'إيه', + 'بخ', + 'بس', + 'بعد', + 'بعض', + 'بك', + 'بكم', + 'بكم', + 'بكما', + 'بكن', + 'بل', + 'بلى', + 'بما', + 'بماذا', + 'بمن', + 'بنا', + 'به', + 'بها', + 'بهم', + 'بهما', + 'بهن', + 'بي', + 'بين', + 'بيد', + 'تلك', + 'تلكم', + 'تلكما', + 'ته', + 'تي', + 'تين', + 'تينك', + 'ثم', + 'ثمة', + 'حاشا', + 'حبذا', + 'حتى', + 'حيث', + 'حيثما', + 'حين', + 'خلا', + 'دون', + 'ذا', + 'ذات', + 'ذاك', + 'ذان', + 'ذانك', + 'ذلك', + 'ذلكم', + 'ذلكما', + 'ذلكن', + 'ذه', + 'ذو', + 'ذوا', + 'ذواتا', + 'ذواتي', + 'ذي', + 'ذين', + 'ذينك', + 'ريث', + 'سوف', + 'سوى', + 'شتان', + 'عدا', + 'عسى', + 'عل', + 'على', + 'عليك', + 'عليه', + 'عما', + 'عن', + 'عند', + 'غير', + 'فإذا', + 'فإن', + 'فلا', + 'فمن', + 'في', + 'فيم', + 'فيما', + 'فيه', + 'فيها', + 'قد', + 'كأن', + 'كأنما', + 'كأي', + 'كأين', + 'كذا', + 'كذلك', + 'كل', + 'كلا', + 'كلاهما', + 'كلتا', + 'كلما', + 'كليكما', + 'كليهما', + 'كم', + 'كم', + 'كما', + 'كي', + 'كيت', + 'كيف', + 'كيفما', + 'لا', + 'لاسيما', + 'لدى', + 'لست', + 'لستم', + 'لستما', + 'لستن', + 'لسن', + 'لسنا', + 'لعل', + 'لك', + 'لكم', + 'لكما', + 'لكن', + 'لكنما', + 'لكي', + 'لكيلا', + 'لم', + 'لما', + 'لن', + 'لنا', + 'له', + 'لها', + 'لهم', + 'لهما', + 'لهن', + 'لو', + 'لولا', + 'لوما', + 'لي', + 'لئن', + 'ليت', + 'ليس', + 'ليسا', + 'ليست', + 'ليستا', + 'ليسوا', + 'ما', + 'ماذا', + 'متى', + 'مذ', + 'مع', + 'مما', + 'ممن', + 'من', + 'منه', + 'منها', + 'منذ', + 'مه', + 'مهما', + 'نحن', + 'نحو', + 'نعم', + 'ها', + 'هاتان', + 'هاته', + 'هاتي', + 'هاتين', + 'هاك', + 'هاهنا', + 'هذا', + 'هذان', + 'هذه', + 'هذي', + 'هذين', + 'هكذا', + 'هل', + 'هلا', + 'هم', + 'هما', + 'هن', + 'هنا', + 'هناك', + 'هنالك', + 'هو', + 'هؤلاء', + 'هي', + 'هيا', + 'هيت', + 'هيهات', + 'والذي', + 'والذين', + 'وإذ', + 'وإذا', + 'وإن', + 'ولا', + 'ولكن', + 'ولو', + 'وما', + 'ومن', + 'وهو', + 'يا', + 'أبٌ', + 'أخٌ', + 'حمٌ', + 'فو', + 'أنتِ', + 'يناير', + 'فبراير', + 'مارس', + 'أبريل', + 'مايو', + 'يونيو', + 'يوليو', + 'أغسطس', + 'سبتمبر', + 'أكتوبر', + 'نوفمبر', + 'ديسمبر', + 'جانفي', + 'فيفري', + 'مارس', + 'أفريل', + 'ماي', + 'جوان', + 'جويلية', + 'أوت', + 'كانون', + 'شباط', + 'آذار', + 'نيسان', + 'أيار', + 'حزيران', + 'تموز', + 'آب', + 'أيلول', + 'تشرين', + 'دولار', + 'دينار', + 'ريال', + 'درهم', + 'ليرة', + 'جنيه', + 'قرش', + 'مليم', + 'فلس', + 'هللة', + 'سنتيم', + 'يورو', + 'ين', + 'يوان', + 'شيكل', + 'واحد', + 'اثنان', + 'ثلاثة', + 'أربعة', + 'خمسة', + 'ستة', + 'سبعة', + 'ثمانية', + 'تسعة', + 'عشرة', + 'أحد', + 'اثنا', + 'اثني', + 'إحدى', + 'ثلاث', + 'أربع', + 'خمس', + 'ست', + 'سبع', + 'ثماني', + 'تسع', + 'عشر', + 'ثمان', + 'سبت', + 'أحد', + 'اثنين', + 'ثلاثاء', + 'أربعاء', + 'خميس', + 'جمعة', + 'أول', + 'ثان', + 'ثاني', + 'ثالث', + 'رابع', + 'خامس', + 'سادس', + 'سابع', + 'ثامن', + 'تاسع', + 'عاشر', + 'حادي', + 'أ', + 'ب', + 'ت', + 'ث', + 'ج', + 'ح', + 'خ', + 'د', + 'ذ', + 'ر', + 'ز', + 'س', + 'ش', + 'ص', + 'ض', + 'ط', + 'ظ', + 'ع', + 'غ', + 'ف', + 'ق', + 'ك', + 'ل', + 'م', + 'ن', + 'ه', + 'و', + 'ي', + 'ء', + 'ى', + 'آ', + 'ؤ', + 'ئ', + 'أ', + 'ة', + 'ألف', + 'باء', + 'تاء', + 'ثاء', + 'جيم', + 'حاء', + 'خاء', + 'دال', + 'ذال', + 'راء', + 'زاي', + 'سين', + 'شين', + 'صاد', + 'ضاد', + 'طاء', + 'ظاء', + 'عين', + 'غين', + 'فاء', + 'قاف', + 'كاف', + 'لام', + 'ميم', + 'نون', + 'هاء', + 'واو', + 'ياء', + 'همزة', + 'ي', + 'نا', + 'ك', + 'كن', + 'ه', + 'إياه', + 'إياها', + 'إياهما', + 'إياهم', + 'إياهن', + 'إياك', + 'إياكما', + 'إياكم', + 'إياك', + 'إياكن', + 'إياي', + 'إيانا', + 'أولالك', + 'تانِ', + 'تانِك', + 'تِه', + 'تِي', + 'تَيْنِ', + 'ثمّ', + 'ثمّة', + 'ذانِ', + 'ذِه', + 'ذِي', + 'ذَيْنِ', + 'هَؤلاء', + 'هَاتانِ', + 'هَاتِه', + 'هَاتِي', + 'هَاتَيْنِ', + 'هَذا', + 'هَذانِ', + 'هَذِه', + 'هَذِي', + 'هَذَيْنِ', + 'الألى', + 'الألاء', + 'أل', + 'أنّى', + 'أيّ', + 'ّأيّان', + 'أنّى', + 'أيّ', + 'ّأيّان', + 'ذيت', + 'كأيّ', + 'كأيّن', + 'بضع', + 'فلان', + 'وا', + 'آمينَ', + 'آهِ', + 'آهٍ', + 'آهاً', + 'أُفٍّ', + 'أُفٍّ', + 'أفٍّ', + 'أمامك', + 'أمامكَ', + 'أوّهْ', + 'إلَيْكَ', + 'إلَيْكَ', + 'إليكَ', + 'إليكنّ', + 'إيهٍ', + 'بخٍ', + 'بسّ', + 'بَسْ', + 'بطآن', + 'بَلْهَ', + 'حاي', + 'حَذارِ', + 'حيَّ', + 'حيَّ', + 'دونك', + 'رويدك', + 'سرعان', + 'شتانَ', + 'شَتَّانَ', + 'صهْ', + 'صهٍ', + 'طاق', + 'طَق', + 'عَدَسْ', + 'كِخ', + 'مكانَك', + 'مكانَك', + 'مكانَك', + 'مكانكم', + 'مكانكما', + 'مكانكنّ', + 'نَخْ', + 'هاكَ', + 'هَجْ', + 'هلم', + 'هيّا', + 'هَيْهات', + 'وا', + 'واهاً', + 'وراءَك', + 'وُشْكَانَ', + 'وَيْ', + 'يفعلان', + 'تفعلان', + 'يفعلون', + 'تفعلون', + 'تفعلين', + 'اتخذ', + 'ألفى', + 'تخذ', + 'ترك', + 'تعلَّم', + 'جعل', + 'حجا', + 'حبيب', + 'خال', + 'حسب', + 'خال', + 'درى', + 'رأى', + 'زعم', + 'صبر', + 'ظنَّ', + 'عدَّ', + 'علم', + 'غادر', + 'ذهب', + 'وجد', + 'ورد', + 'وهب', + 'أسكن', + 'أطعم', + 'أعطى', + 'رزق', + 'زود', + 'سقى', + 'كسا', + 'أخبر', + 'أرى', + 'أعلم', + 'أنبأ', + 'حدَث', + 'خبَّر', + 'نبَّا', + 'أفعل به', + 'ما أفعله', + 'بئس', + 'ساء', + 'طالما', + 'قلما', + 'لات', + 'لكنَّ', + 'ءَ', + 'أجل', + 'إذاً', + 'أمّا', + 'إمّا', + 'إنَّ', + 'أنًّ', + 'أى', + 'إى', + 'أيا', + 'ب', + 'ثمَّ', + 'جلل', + 'جير', + 'رُبَّ', + 'س', + 'علًّ', + 'ف', + 'كأنّ', + 'كلَّا', + 'كى', + 'ل', + 'لات', + 'لعلَّ', + 'لكنَّ', + 'لكنَّ', + 'م', + 'نَّ', + 'هلّا', + 'وا', + 'أل', + 'إلّا', + 'ت', + 'ك', + 'لمّا', + 'ن', + 'ه', + 'و', + 'ا', + 'ي', + 'تجاه', + 'تلقاء', + 'جميع', + 'حسب', + 'سبحان', + 'شبه', + 'لعمر', + 'مثل', + 'معاذ', + 'أبو', + 'أخو', + 'حمو', + 'فو', + 'مئة', + 'مئتان', + 'ثلاثمئة', + 'أربعمئة', + 'خمسمئة', + 'ستمئة', + 'سبعمئة', + 'ثمنمئة', + 'تسعمئة', + 'مائة', + 'ثلاثمائة', + 'أربعمائة', + 'خمسمائة', + 'ستمائة', + 'سبعمائة', + 'ثمانمئة', + 'تسعمائة', + 'عشرون', + 'ثلاثون', + 'اربعون', + 'خمسون', + 'ستون', + 'سبعون', + 'ثمانون', + 'تسعون', + 'عشرين', + 'ثلاثين', + 'اربعين', + 'خمسين', + 'ستين', + 'سبعين', + 'ثمانين', + 'تسعين', + 'بضع', + 'نيف', + 'أجمع', + 'جميع', + 'عامة', + 'عين', + 'نفس', + 'لا سيما', + 'أصلا', + 'أهلا', + 'أيضا', + 'بؤسا', + 'بعدا', + 'بغتة', + 'تعسا', + 'حقا', + 'حمدا', + 'خلافا', + 'خاصة', + 'دواليك', + 'سحقا', + 'سرا', + 'سمعا', + 'صبرا', + 'صدقا', + 'صراحة', + 'طرا', + 'عجبا', + 'عيانا', + 'غالبا', + 'فرادى', + 'فضلا', + 'قاطبة', + 'كثيرا', + 'لبيك', + 'معاذ', + 'أبدا', + 'إزاء', + 'أصلا', + 'الآن', + 'أمد', + 'أمس', + 'آنفا', + 'آناء', + 'أنّى', + 'أول', + 'أيّان', + 'تارة', + 'ثمّ', + 'ثمّة', + 'حقا', + 'صباح', + 'مساء', + 'ضحوة', + 'عوض', + 'غدا', + 'غداة', + 'قطّ', + 'كلّما', + 'لدن', + 'لمّا', + 'مرّة', + 'قبل', + 'خلف', + 'أمام', + 'فوق', + 'تحت', + 'يمين', + 'شمال', + 'ارتدّ', + 'استحال', + 'أصبح', + 'أضحى', + 'آض', + 'أمسى', + 'انقلب', + 'بات', + 'تبدّل', + 'تحوّل', + 'حار', + 'رجع', + 'راح', + 'صار', + 'ظلّ', + 'عاد', + 'غدا', + 'كان', + 'ما انفك', + 'ما برح', + 'مادام', + 'مازال', + 'مافتئ', + 'ابتدأ', + 'أخذ', + 'اخلولق', + 'أقبل', + 'انبرى', + 'أنشأ', + 'أوشك', + 'جعل', + 'حرى', + 'شرع', + 'طفق', + 'علق', + 'قام', + 'كرب', + 'كاد', + 'هبّ', +]); + +export const AZERBAIJANI_STOPWORDS = new Set([ + 'a', + 'ad', + 'altı', + 'altmış', + 'amma', + 'arasında', + 'artıq', + 'ay', + 'az', + 'bax', + 'belə', + 'bəli', + 'bəlkə', + 'beş', + 'bəy', + 'bəzən', + 'bəzi', + 'bilər', + 'bir', + 'biraz', + 'biri', + 'birşey', + 'biz', + 'bizim', + 'bizlər', + 'bu', + 'buna', + 'bundan', + 'bunların', + 'bunu', + 'bunun', + 'buradan', + 'bütün', + 'ci', + 'cı', + 'çox', + 'cu', + 'cü', + 'çünki', + 'da', + 'daha', + 'də', + 'dedi', + 'dək', + 'dən', + 'dəqiqə', + 'deyil', + 'dir', + 'doqquz', + 'doqsan', + 'dörd', + 'düz', + 'ə', + 'edən', + 'edir', + 'əgər', + 'əlbəttə', + 'elə', + 'əlli', + 'ən', + 'əslində', + 'et', + 'etdi', + 'etmə', + 'etmək', + 'faiz', + 'gilə', + 'görə', + 'ha', + 'haqqında', + 'harada', + 'hə', + 'heç', + 'həm', + 'həmin', + 'həmişə', + 'hər', + 'ı', + 'idi', + 'iki', + 'il', + 'ildə', + 'ilə', + 'ilk', + 'in', + 'indi', + 'isə', + 'istifadə', + 'iyirmi', + 'ki', + 'kim', + 'kimə', + 'kimi', + 'lakin', + 'lap', + 'məhz', + 'mən', + 'mənə', + 'mirşey', + 'nə', + 'nəhayət', + 'niyə', + 'o', + 'obirisi', + 'of', + 'olan', + 'olar', + 'olaraq', + 'oldu', + 'olduğu', + 'olmadı', + 'olmaz', + 'olmuşdur', + 'olsun', + 'olur', + 'on', + 'ona', + 'ondan', + 'onlar', + 'onlardan', + 'onların', + 'onsuzda', + 'onu', + 'onun', + 'oradan', + 'otuz', + 'öz', + 'özü', + 'qarşı', + 'qədər', + 'qırx', + 'saat', + 'sadəcə', + 'saniyə', + 'səhv', + 'səkkiz', + 'səksən', + 'sən', + 'sənə', + 'sənin', + 'siz', + 'sizin', + 'sizlər', + 'sonra', + 'təəssüf', + 'ü', + 'üç', + 'üçün', + 'var', + 'və', + 'xan', + 'xanım', + 'xeyr', + 'ya', + 'yalnız', + 'yaxşı', + 'yeddi', + 'yenə', + 'yəni', + 'yetmiş', + 'yox', + 'yoxdur', + 'yoxsa', + 'yüz', + 'zaman', +]); + +export const BASQUE_STOPWORDS = new Set([ + 'ahala', + 'aitzitik', + 'al', + 'ala', + 'alabadere', + 'alabaina', + 'alabaina', + 'aldiz', + 'alta', + 'amaitu', + 'amaitzeko', + 'anitz', + 'antzina', + 'arabera', + 'arabera', + 'arabera', + 'argi', + 'arratsaldero', + 'arte', + 'artean', + 'asko', + 'aspaldiko', + 'aurrera', + 'aurrera', + 'azkenez', + 'azkenik', + 'azkenik', + 'ba', + 'bada', + 'bada', + 'bada', + 'bada', + 'badarik', + 'badarik', + 'badarik', + 'badere', + 'bai', + 'baina', + 'baina', + 'baina', + 'baino', + 'baino', + 'baino', + 'baino', + 'baita', + 'baizik', + 'baldin', + 'baldin', + 'barren', + 'bat', + 'batean', + 'batean', + 'batean', + 'batean', + 'batek', + 'baten', + 'batera', + 'batez', + 'bati', + 'batzuei', + 'batzuek', + 'batzuetan', + 'batzuk', + 'bazen', + 'bederen', + 'bederik', + 'beharrez', + 'behiala', + 'behin', + 'behin', + 'behin', + 'behin', + 'behinik', + 'behinola', + 'behintzat', + 'bera', + 'beraiek', + 'beranduago', + 'berau', + 'berauek', + 'beraz', + 'beraz', + 'bere', + 'berean', + 'berebat', + 'berehala', + 'berori', + 'beroriek', + 'berriro', + 'berriz', + 'bertzalde', + 'bertzenaz', + 'bestalde', + 'beste', + 'bestela', + 'besterik', + 'bezain', + 'bezala', + 'bide', + 'bien', + 'bigarrenez', + 'bigarrenik', + 'bitartean', + 'bitartean', + 'bizkitartean', + 'bukaeran', + 'bukatzeko', + 'da', + 'dago', + 'dago', + 'dela', + 'dela', + 'dela', + 'delarik', + 'den', + 'dena', + 'dena', + 'dezadan', + 'dira', + 'ditu', + 'du', + 'dute', + 'edo', + 'edo', + 'edota', + 'egin', + 'egin', + 'egun', + 'egun', + 'egunean', + 'emateko', + 'era', + 'erdi', + 'ere', + 'ere', + 'ere', + 'ere', + 'ere', + 'esan', + 'esan', + 'esanak', + 'esandakoaren', + 'eta', + 'eta', + 'eta', + 'eta', + 'eta', + 'eta', + 'eurak', + 'ez', + 'ez', + 'ez', + 'eze', + 'ezen', + 'ezer', + 'ezezik', + 'ezik', + 'ezpabere', + 'ezpada', + 'ezpere', + 'ezperen', + 'ezta', + 'funtsean', + 'gabe', + 'gain', + 'gainera', + 'gainera', + 'gainerontzean', + 'gaur', + 'gero', + 'gero', + 'gero', + 'geroago', + 'gisa', + 'gu', + 'gutxi', + 'guzti', + 'guztia', + 'guztiz', + 'haatik', + 'haiei', + 'haiek', + 'haietan', + 'hain', + 'hainbeste', + 'hainbestez', + 'hala', + 'hala', + 'hala', + 'halaber', + 'halako', + 'halatan', + 'han', + 'handik', + 'hango', + 'hara', + 'hargatik', + 'hari', + 'hark', + 'hartan', + 'hartan', + 'hasi', + 'hasi', + 'hasiera', + 'hasieran', + 'hasteaz', + 'hasteko', + 'hasteko', + 'hau', + 'hau', + 'hau', + 'hau', + 'hau', + 'hau', + 'hauei', + 'hauek', + 'hauetan', + 'hemen', + 'hemendik', + 'hemengo', + 'hi', + 'hona', + 'honebestez', + 'honek', + 'honela', + 'honela', + 'honela', + 'honen', + 'honen', + 'honetan', + 'honetaz', + 'honi', + 'hor', + 'hori', + 'hori', + 'hori', + 'horiei', + 'horiek', + 'horietan', + 'horko', + 'horra', + 'horratik', + 'horregatik', + 'horregatik', + 'horrek', + 'horrela', + 'horrela', + 'horrela', + 'horren', + 'horrenbestez', + 'horretan', + 'horri', + 'hortaz', + 'hortaz', + 'hortik', + 'hura', + 'ikusi', + 'ikusi', + 'izan', + 'izan', + 'izan', + 'jarraituz', + 'kariaz', + 'kasuaz', + 'kontuan', + 'laburbilduz', + 'laburki', + 'laster', + 'laster', + 'lehen', + 'lehen', + 'lehen', + 'lehen', + 'lehenengo', + 'lehenengo', + 'lehenik', + 'lehen-lehenik', + 'litzateke', + 'medio', + 'mendean', + 'mundura', + 'nahiz', + 'ni', + 'noiz', + 'nola', + 'non', + 'nondik', + 'nongo', + 'nor', + 'nora', + 'on', + 'ondoren', + 'ondorio', + 'ondorioz', + 'ondorioz', + 'orain', + 'ordea', + 'orduan', + 'orduan', + 'orduan', + 'orduko', + 'ordura', + 'orobat', + 'ostean', + 'ostera', + 'osterantzean', + 'pentsatuz', + 'ustez', + 'ze', + 'zein', + 'zein', + 'zen', + 'zen', + 'zenbait', + 'zenbat', + 'zer', + 'zeren', + 'zergatik', + 'zergatik', + 'ziren', + 'zituen', + 'zu', + 'zuek', + 'zuen', + 'zuten', + 'zuzen', +]); + +export const BENGALI_STOPWORDS = new Set([ + 'অতএব', + 'অথচ', + 'অথবা', + 'অনুযায়ী', + 'অনেক', + 'অনেকে', + 'অনেকেই', + 'অন্তত', + 'অন্য', + 'অবধি', + 'অবশ্য', + 'অর্থাত', + 'আই', + 'আগামী', + 'আগে', + 'আগেই', + 'আছে', + 'আজ', + 'আদ্যভাগে', + 'আপনার', + 'আপনি', + 'আবার', + 'আমরা', + 'আমাকে', + 'আমাদের', + 'আমার', + 'আমি', + 'আর', + 'আরও', + 'ই', + 'ইত্যাদি', + 'ইহা', + 'উচিত', + 'উত্তর', + 'উনি', + 'উপর', + 'উপরে', + 'এ', + 'এঁদের', + 'এঁরা', + 'এই', + 'একই', + 'একটি', + 'একবার', + 'একে', + 'এক্', + 'এখন', + 'এখনও', + 'এখানে', + 'এখানেই', + 'এটা', + 'এটাই', + 'এটি', + 'এত', + 'এতটাই', + 'এতে', + 'এদের', + 'এব', + 'এবং', + 'এবার', + 'এমন', + 'এমনকী', + 'এমনি', + 'এর', + 'এরা', + 'এল', + 'এস', + 'এসে', + 'ঐ', + 'ও', + 'ওঁদের', + 'ওঁর', + 'ওঁরা', + 'ওই', + 'ওকে', + 'ওখানে', + 'ওদের', + 'ওর', + 'ওরা', + 'কখনও', + 'কত', + 'কবে', + 'কমনে', + 'কয়েক', + 'কয়েকটি', + 'করছে', + 'করছেন', + 'করতে', + 'করবে', + 'করবেন', + 'করলে', + 'করলেন', + 'করা', + 'করাই', + 'করায়', + 'করার', + 'করি', + 'করিতে', + 'করিয়া', + 'করিয়ে', + 'করে', + 'করেই', + 'করেছিলেন', + 'করেছে', + 'করেছেন', + 'করেন', + 'কাউকে', + 'কাছ', + 'কাছে', + 'কাজ', + 'কাজে', + 'কারও', + 'কারণ', + 'কি', + 'কিংবা', + 'কিছু', + 'কিছুই', + 'কিন্তু', + 'কী', + 'কে', + 'কেউ', + 'কেউই', + 'কেখা', + 'কেন', + 'কোটি', + 'কোন', + 'কোনও', + 'কোনো', + 'ক্ষেত্রে', + 'কয়েক', + 'খুব', + 'গিয়ে', + 'গিয়েছে', + 'গিয়ে', + 'গুলি', + 'গেছে', + 'গেল', + 'গেলে', + 'গোটা', + 'চলে', + 'চান', + 'চায়', + 'চার', + 'চালু', + 'চেয়ে', + 'চেষ্টা', + 'ছাড়া', + 'ছাড়াও', + 'ছিল', + 'ছিলেন', + 'জন', + 'জনকে', + 'জনের', + 'জন্য', + 'জন্যওজে', + 'জানতে', + 'জানা', + 'জানানো', + 'জানায়', + 'জানিয়ে', + 'জানিয়েছে', + 'জে', + 'জ্নজন', + 'টি', + 'ঠিক', + 'তখন', + 'তত', + 'তথা', + 'তবু', + 'তবে', + 'তা', + 'তাঁকে', + 'তাঁদের', + 'তাঁর', + 'তাঁরা', + 'তাঁাহারা', + 'তাই', + 'তাও', + 'তাকে', + 'তাতে', + 'তাদের', + 'তার', + 'তারপর', + 'তারা', + 'তারৈ', + 'তাহলে', + 'তাহা', + 'তাহাতে', + 'তাহার', + 'তিনঐ', + 'তিনি', + 'তিনিও', + 'তুমি', + 'তুলে', + 'তেমন', + 'তো', + 'তোমার', + 'থাকবে', + 'থাকবেন', + 'থাকা', + 'থাকায়', + 'থাকে', + 'থাকেন', + 'থেকে', + 'থেকেই', + 'থেকেও', + 'দিকে', + 'দিতে', + 'দিন', + 'দিয়ে', + 'দিয়েছে', + 'দিয়েছেন', + 'দিলেন', + 'দু', + 'দুই', + 'দুটি', + 'দুটো', + 'দেওয়া', + 'দেওয়ার', + 'দেওয়া', + 'দেখতে', + 'দেখা', + 'দেখে', + 'দেন', + 'দেয়', + 'দ্বারা', + 'ধরা', + 'ধরে', + 'ধামার', + 'নতুন', + 'নয়', + 'না', + 'নাই', + 'নাকি', + 'নাগাদ', + 'নানা', + 'নিজে', + 'নিজেই', + 'নিজেদের', + 'নিজের', + 'নিতে', + 'নিয়ে', + 'নিয়ে', + 'নেই', + 'নেওয়া', + 'নেওয়ার', + 'নেওয়া', + 'নয়', + 'পক্ষে', + 'পর', + 'পরে', + 'পরেই', + 'পরেও', + 'পর্যন্ত', + 'পাওয়া', + 'পাচ', + 'পারি', + 'পারে', + 'পারেন', + 'পি', + 'পেয়ে', + 'পেয়্র্', + 'প্রতি', + 'প্রথম', + 'প্রভৃতি', + 'প্রযন্ত', + 'প্রাথমিক', + 'প্রায়', + 'প্রায়', + 'ফলে', + 'ফিরে', + 'ফের', + 'বক্তব্য', + 'বদলে', + 'বন', + 'বরং', + 'বলতে', + 'বলল', + 'বললেন', + 'বলা', + 'বলে', + 'বলেছেন', + 'বলেন', + 'বসে', + 'বহু', + 'বা', + 'বাদে', + 'বার', + 'বি', + 'বিনা', + 'বিভিন্ন', + 'বিশেষ', + 'বিষয়টি', + 'বেশ', + 'বেশি', + 'ব্যবহার', + 'ব্যাপারে', + 'ভাবে', + 'ভাবেই', + 'মতো', + 'মতোই', + 'মধ্যভাগে', + 'মধ্যে', + 'মধ্যেই', + 'মধ্যেও', + 'মনে', + 'মাত্র', + 'মাধ্যমে', + 'মোট', + 'মোটেই', + 'যখন', + 'যত', + 'যতটা', + 'যথেষ্ট', + 'যদি', + 'যদিও', + 'যা', + 'যাঁর', + 'যাঁরা', + 'যাওয়া', + 'যাওয়ার', + 'যাওয়া', + 'যাকে', + 'যাচ্ছে', + 'যাতে', + 'যাদের', + 'যান', + 'যাবে', + 'যায়', + 'যার', + 'যারা', + 'যিনি', + 'যে', + 'যেখানে', + 'যেতে', + 'যেন', + 'যেমন', + 'র', + 'রকম', + 'রয়েছে', + 'রাখা', + 'রেখে', + 'লক্ষ', + 'শুধু', + 'শুরু', + 'সঙ্গে', + 'সঙ্গেও', + 'সব', + 'সবার', + 'সমস্ত', + 'সম্প্রতি', + 'সহ', + 'সহিত', + 'সাধারণ', + 'সামনে', + 'সি', + 'সুতরাং', + 'সে', + 'সেই', + 'সেখান', + 'সেখানে', + 'সেটা', + 'সেটাই', + 'সেটাও', + 'সেটি', + 'স্পষ্ট', + 'স্বয়ং', + 'হইতে', + 'হইবে', + 'হইয়া', + 'হওয়া', + 'হওয়ায়', + 'হওয়ার', + 'হচ্ছে', + 'হত', + 'হতে', + 'হতেই', + 'হন', + 'হবে', + 'হবেন', + 'হয়', + 'হয়তো', + 'হয়নি', + 'হয়ে', + 'হয়েই', + 'হয়েছিল', + 'হয়েছে', + 'হয়েছেন', + 'হল', + 'হলে', + 'হলেই', + 'হলেও', + 'হলো', + 'হাজার', + 'হিসাবে', + 'হৈলে', + 'হোক', + 'হয়', +]); + +export const CATALAN_STOPWORDS = new Set([ + 'a', + 'abans', + 'ací', + 'ah', + 'així', + 'això', + 'al', + 'aleshores', + 'algun', + 'alguna', + 'algunes', + 'alguns', + 'alhora', + 'allà', + 'allí', + 'allò', + 'als', + 'altra', + 'altre', + 'altres', + 'amb', + 'ambdues', + 'ambdós', + 'anar', + 'ans', + 'apa', + 'aquell', + 'aquella', + 'aquelles', + 'aquells', + 'aquest', + 'aquesta', + 'aquestes', + 'aquests', + 'aquí', + 'baix', + 'bastant', + 'bé', + 'cada', + 'cadascuna', + 'cadascunes', + 'cadascuns', + 'cadascú', + 'com', + 'consegueixo', + 'conseguim', + 'conseguir', + 'consigueix', + 'consigueixen', + 'consigueixes', + 'contra', + "d'un", + "d'una", + "d'unes", + "d'uns", + 'dalt', + 'de', + 'del', + 'dels', + 'des', + 'des de', + 'després', + 'dins', + 'dintre', + 'donat', + 'doncs', + 'durant', + 'e', + 'eh', + 'el', + 'elles', + 'ells', + 'els', + 'em', + 'en', + 'encara', + 'ens', + 'entre', + 'era', + 'erem', + 'eren', + 'eres', + 'es', + 'esta', + 'estan', + 'estat', + 'estava', + 'estaven', + 'estem', + 'esteu', + 'estic', + 'està', + 'estàvem', + 'estàveu', + 'et', + 'etc', + 'ets', + 'fa', + 'faig', + 'fan', + 'fas', + 'fem', + 'fer', + 'feu', + 'fi', + 'fins', + 'fora', + 'gairebé', + 'ha', + 'han', + 'has', + 'haver', + 'havia', + 'he', + 'hem', + 'heu', + 'hi', + 'ho', + 'i', + 'igual', + 'iguals', + 'inclòs', + 'ja', + 'jo', + "l'hi", + 'la', + 'les', + 'li', + "li'n", + 'llarg', + 'llavors', + "m'he", + 'ma', + 'mal', + 'malgrat', + 'mateix', + 'mateixa', + 'mateixes', + 'mateixos', + 'me', + 'mentre', + 'meu', + 'meus', + 'meva', + 'meves', + 'mode', + 'molt', + 'molta', + 'moltes', + 'molts', + 'mon', + 'mons', + 'més', + "n'he", + "n'hi", + 'ne', + 'ni', + 'no', + 'nogensmenys', + 'només', + 'nosaltres', + 'nostra', + 'nostre', + 'nostres', + 'o', + 'oh', + 'oi', + 'on', + 'pas', + 'pel', + 'pels', + 'per', + 'per que', + 'perquè', + 'però', + 'poc', + 'poca', + 'pocs', + 'podem', + 'poden', + 'poder', + 'podeu', + 'poques', + 'potser', + 'primer', + 'propi', + 'puc', + 'qual', + 'quals', + 'quan', + 'quant', + 'que', + 'quelcom', + 'qui', + 'quin', + 'quina', + 'quines', + 'quins', + 'què', + "s'ha", + "s'han", + 'sa', + 'sabem', + 'saben', + 'saber', + 'sabeu', + 'sap', + 'saps', + 'semblant', + 'semblants', + 'sense', + 'ser', + 'ses', + 'seu', + 'seus', + 'seva', + 'seves', + 'si', + 'sobre', + 'sobretot', + 'soc', + 'solament', + 'sols', + 'som', + 'son', + 'sons', + 'sota', + 'sou', + 'sóc', + 'són', + "t'ha", + "t'han", + "t'he", + 'ta', + 'tal', + 'també', + 'tampoc', + 'tan', + 'tant', + 'tanta', + 'tantes', + 'te', + 'tene', + 'tenim', + 'tenir', + 'teniu', + 'teu', + 'teus', + 'teva', + 'teves', + 'tinc', + 'ton', + 'tons', + 'tot', + 'tota', + 'totes', + 'tots', + 'un', + 'una', + 'unes', + 'uns', + 'us', + 'va', + 'vaig', + 'vam', + 'van', + 'vas', + 'veu', + 'vosaltres', + 'vostra', + 'vostre', + 'vostres', + 'érem', + 'éreu', + 'és', + 'éssent', + 'últim', + 'ús', +]); + +export const CHINESE_STOPWORDS = new Set([ + '一', + '一下', + '一些', + '一切', + '一则', + '一天', + '一定', + '一方面', + '一旦', + '一时', + '一来', + '一样', + '一次', + '一片', + '一直', + '一致', + '一般', + '一起', + '一边', + '一面', + '万一', + '上下', + '上升', + '上去', + '上来', + '上述', + '上面', + '下列', + '下去', + '下来', + '下面', + '不一', + '不久', + '不仅', + '不会', + '不但', + '不光', + '不单', + '不变', + '不只', + '不可', + '不同', + '不够', + '不如', + '不得', + '不怕', + '不惟', + '不成', + '不拘', + '不敢', + '不断', + '不是', + '不比', + '不然', + '不特', + '不独', + '不管', + '不能', + '不要', + '不论', + '不足', + '不过', + '不问', + '与', + '与其', + '与否', + '与此同时', + '专门', + '且', + '两者', + '严格', + '严重', + '个', + '个人', + '个别', + '中小', + '中间', + '丰富', + '临', + '为', + '为主', + '为了', + '为什么', + '为什麽', + '为何', + '为着', + '主张', + '主要', + '举行', + '乃', + '乃至', + '么', + '之', + '之一', + '之前', + '之后', + '之後', + '之所以', + '之类', + '乌乎', + '乎', + '乘', + '也', + '也好', + '也是', + '也罢', + '了', + '了解', + '争取', + '于', + '于是', + '于是乎', + '云云', + '互相', + '产生', + '人们', + '人家', + '什么', + '什么样', + '什麽', + '今后', + '今天', + '今年', + '今後', + '仍然', + '从', + '从事', + '从而', + '他', + '他人', + '他们', + '他的', + '代替', + '以', + '以上', + '以下', + '以为', + '以便', + '以免', + '以前', + '以及', + '以后', + '以外', + '以後', + '以来', + '以至', + '以至于', + '以致', + '们', + '任', + '任何', + '任凭', + '任务', + '企图', + '伟大', + '似乎', + '似的', + '但', + '但是', + '何', + '何况', + '何处', + '何时', + '作为', + '你', + '你们', + '你的', + '使得', + '使用', + '例如', + '依', + '依照', + '依靠', + '促进', + '保持', + '俺', + '俺们', + '倘', + '倘使', + '倘或', + '倘然', + '倘若', + '假使', + '假如', + '假若', + '做到', + '像', + '允许', + '充分', + '先后', + '先後', + '先生', + '全部', + '全面', + '兮', + '共同', + '关于', + '其', + '其一', + '其中', + '其二', + '其他', + '其余', + '其它', + '其实', + '其次', + '具体', + '具体地说', + '具体说来', + '具有', + '再者', + '再说', + '冒', + '冲', + '决定', + '况且', + '准备', + '几', + '几乎', + '几时', + '凭', + '凭借', + '出去', + '出来', + '出现', + '分别', + '则', + '别', + '别的', + '别说', + '到', + '前后', + '前者', + '前进', + '前面', + '加之', + '加以', + '加入', + '加强', + '十分', + '即', + '即令', + '即使', + '即便', + '即或', + '即若', + '却不', + '原来', + '又', + '及', + '及其', + '及时', + '及至', + '双方', + '反之', + '反应', + '反映', + '反过来', + '反过来说', + '取得', + '受到', + '变成', + '另', + '另一方面', + '另外', + '只是', + '只有', + '只要', + '只限', + '叫', + '叫做', + '召开', + '叮咚', + '可', + '可以', + '可是', + '可能', + '可见', + '各', + '各个', + '各人', + '各位', + '各地', + '各种', + '各级', + '各自', + '合理', + '同', + '同一', + '同时', + '同样', + '后来', + '后面', + '向', + '向着', + '吓', + '吗', + '否则', + '吧', + '吧哒', + '吱', + '呀', + '呃', + '呕', + '呗', + '呜', + '呜呼', + '呢', + '周围', + '呵', + '呸', + '呼哧', + '咋', + '和', + '咚', + '咦', + '咱', + '咱们', + '咳', + '哇', + '哈', + '哈哈', + '哉', + '哎', + '哎呀', + '哎哟', + '哗', + '哟', + '哦', + '哩', + '哪', + '哪个', + '哪些', + '哪儿', + '哪天', + '哪年', + '哪怕', + '哪样', + '哪边', + '哪里', + '哼', + '哼唷', + '唉', + '啊', + '啐', + '啥', + '啦', + '啪达', + '喂', + '喏', + '喔唷', + '嗡嗡', + '嗬', + '嗯', + '嗳', + '嘎', + '嘎登', + '嘘', + '嘛', + '嘻', + '嘿', + '因', + '因为', + '因此', + '因而', + '固然', + '在', + '在下', + '地', + '坚决', + '坚持', + '基本', + '处理', + '复杂', + '多', + '多少', + '多数', + '多次', + '大力', + '大多数', + '大大', + '大家', + '大批', + '大约', + '大量', + '失去', + '她', + '她们', + '她的', + '好的', + '好象', + '如', + '如上所述', + '如下', + '如何', + '如其', + '如果', + '如此', + '如若', + '存在', + '宁', + '宁可', + '宁愿', + '宁肯', + '它', + '它们', + '它们的', + '它的', + '安全', + '完全', + '完成', + '实现', + '实际', + '宣布', + '容易', + '密切', + '对', + '对于', + '对应', + '将', + '少数', + '尔后', + '尚且', + '尤其', + '就', + '就是', + '就是说', + '尽', + '尽管', + '属于', + '岂但', + '左右', + '巨大', + '巩固', + '己', + '已经', + '帮助', + '常常', + '并', + '并不', + '并不是', + '并且', + '并没有', + '广大', + '广泛', + '应当', + '应用', + '应该', + '开外', + '开始', + '开展', + '引起', + '强烈', + '强调', + '归', + '当', + '当前', + '当时', + '当然', + '当着', + '形成', + '彻底', + '彼', + '彼此', + '往', + '往往', + '待', + '後来', + '後面', + '得', + '得出', + '得到', + '心里', + '必然', + '必要', + '必须', + '怎', + '怎么', + '怎么办', + '怎么样', + '怎样', + '怎麽', + '总之', + '总是', + '总的来看', + '总的来说', + '总的说来', + '总结', + '总而言之', + '恰恰相反', + '您', + '意思', + '愿意', + '慢说', + '成为', + '我', + '我们', + '我的', + '或', + '或是', + '或者', + '战斗', + '所', + '所以', + '所有', + '所谓', + '打', + '扩大', + '把', + '抑或', + '拿', + '按', + '按照', + '换句话说', + '换言之', + '据', + '掌握', + '接着', + '接著', + '故', + '故此', + '整个', + '方便', + '方面', + '旁人', + '无宁', + '无法', + '无论', + '既', + '既是', + '既然', + '时候', + '明显', + '明确', + '是', + '是否', + '是的', + '显然', + '显著', + '普通', + '普遍', + '更加', + '曾经', + '替', + '最后', + '最大', + '最好', + '最後', + '最近', + '最高', + '有', + '有些', + '有关', + '有利', + '有力', + '有所', + '有效', + '有时', + '有点', + '有的', + '有着', + '有著', + '望', + '朝', + '朝着', + '本', + '本着', + '来', + '来着', + '极了', + '构成', + '果然', + '果真', + '某', + '某个', + '某些', + '根据', + '根本', + '欢迎', + '正在', + '正如', + '正常', + '此', + '此外', + '此时', + '此间', + '毋宁', + '每', + '每个', + '每天', + '每年', + '每当', + '比', + '比如', + '比方', + '比较', + '毫不', + '没有', + '沿', + '沿着', + '注意', + '深入', + '清楚', + '满足', + '漫说', + '焉', + '然则', + '然后', + '然後', + '然而', + '照', + '照着', + '特别是', + '特殊', + '特点', + '现代', + '现在', + '甚么', + '甚而', + '甚至', + '用', + '由', + '由于', + '由此可见', + '的', + '的话', + '目前', + '直到', + '直接', + '相似', + '相信', + '相反', + '相同', + '相对', + '相对而言', + '相应', + '相当', + '相等', + '省得', + '看出', + '看到', + '看来', + '看看', + '看见', + '真是', + '真正', + '着', + '着呢', + '矣', + '知道', + '确定', + '离', + '积极', + '移动', + '突出', + '突然', + '立即', + '第', + '等', + '等等', + '管', + '紧接着', + '纵', + '纵令', + '纵使', + '纵然', + '练习', + '组成', + '经', + '经常', + '经过', + '结合', + '结果', + '给', + '绝对', + '继续', + '继而', + '维持', + '综上所述', + '罢了', + '考虑', + '者', + '而', + '而且', + '而况', + '而外', + '而已', + '而是', + '而言', + '联系', + '能', + '能否', + '能够', + '腾', + '自', + '自个儿', + '自从', + '自各儿', + '自家', + '自己', + '自身', + '至', + '至于', + '良好', + '若', + '若是', + '若非', + '范围', + '莫若', + '获得', + '虽', + '虽则', + '虽然', + '虽说', + '行为', + '行动', + '表明', + '表示', + '被', + '要', + '要不', + '要不是', + '要不然', + '要么', + '要是', + '要求', + '规定', + '觉得', + '认为', + '认真', + '认识', + '让', + '许多', + '论', + '设使', + '设若', + '该', + '说明', + '诸位', + '谁', + '谁知', + '赶', + '起', + '起来', + '起见', + '趁', + '趁着', + '越是', + '跟', + '转动', + '转变', + '转贴', + '较', + '较之', + '边', + '达到', + '迅速', + '过', + '过去', + '过来', + '运用', + '还是', + '还有', + '这', + '这个', + '这么', + '这么些', + '这么样', + '这么点儿', + '这些', + '这会儿', + '这儿', + '这就是说', + '这时', + '这样', + '这点', + '这种', + '这边', + '这里', + '这麽', + '进入', + '进步', + '进而', + '进行', + '连', + '连同', + '适应', + '适当', + '适用', + '逐步', + '逐渐', + '通常', + '通过', + '造成', + '遇到', + '遭到', + '避免', + '那', + '那个', + '那么', + '那么些', + '那么样', + '那些', + '那会儿', + '那儿', + '那时', + '那样', + '那边', + '那里', + '那麽', + '部分', + '鄙人', + '采取', + '里面', + '重大', + '重新', + '重要', + '鉴于', + '问题', + '防止', + '阿', + '附近', + '限制', + '除', + '除了', + '除此之外', + '除非', + '随', + '随着', + '随著', + '集中', + '需要', + '非但', + '非常', + '非徒', + '靠', + '顺', + '顺着', + '首先', + '高兴', + '是不是', +]); + +export const DANISH_STOPWORDS = new Set([ + 'og', + 'i', + 'jeg', + 'det', + 'at', + 'en', + 'den', + 'til', + 'er', + 'som', + 'på', + 'de', + 'med', + 'han', + 'af', + 'for', + 'ikke', + 'der', + 'var', + 'mig', + 'sig', + 'men', + 'et', + 'har', + 'om', + 'vi', + 'min', + 'havde', + 'ham', + 'hun', + 'nu', + 'over', + 'da', + 'fra', + 'du', + 'ud', + 'sin', + 'dem', + 'os', + 'op', + 'man', + 'hans', + 'hvor', + 'eller', + 'hvad', + 'skal', + 'selv', + 'her', + 'alle', + 'vil', + 'blev', + 'kunne', + 'ind', + 'når', + 'være', + 'dog', + 'noget', + 'ville', + 'jo', + 'deres', + 'efter', + 'ned', + 'skulle', + 'denne', + 'end', + 'dette', + 'mit', + 'også', + 'under', + 'have', + 'dig', + 'anden', + 'hende', + 'mine', + 'alt', + 'meget', + 'sit', + 'sine', + 'vor', + 'mod', + 'disse', + 'hvis', + 'din', + 'nogle', + 'hos', + 'blive', + 'mange', + 'ad', + 'bliver', + 'hendes', + 'været', + 'thi', + 'jer', + 'sådan', +]); + +export const DUTCH_STOPWORDS = new Set([ + 'de', + 'en', + 'van', + 'ik', + 'te', + 'dat', + 'die', + 'in', + 'een', + 'hij', + 'het', + 'niet', + 'zijn', + 'is', + 'was', + 'op', + 'aan', + 'met', + 'als', + 'voor', + 'had', + 'er', + 'maar', + 'om', + 'hem', + 'dan', + 'zou', + 'of', + 'wat', + 'mijn', + 'men', + 'dit', + 'zo', + 'door', + 'over', + 'ze', + 'zich', + 'bij', + 'ook', + 'tot', + 'je', + 'mij', + 'uit', + 'der', + 'daar', + 'haar', + 'naar', + 'heb', + 'hoe', + 'heeft', + 'hebben', + 'deze', + 'u', + 'want', + 'nog', + 'zal', + 'me', + 'zij', + 'nu', + 'ge', + 'geen', + 'omdat', + 'iets', + 'worden', + 'toch', + 'al', + 'waren', + 'veel', + 'meer', + 'doen', + 'toen', + 'moet', + 'ben', + 'zonder', + 'kan', + 'hun', + 'dus', + 'alles', + 'onder', + 'ja', + 'eens', + 'hier', + 'wie', + 'werd', + 'altijd', + 'doch', + 'wordt', + 'wezen', + 'kunnen', + 'ons', + 'zelf', + 'tegen', + 'na', + 'reeds', + 'wil', + 'kon', + 'niets', + 'uw', + 'iemand', + 'geweest', + 'andere', +]); + +export const ENGLISH_STOPWORDS = new Set([ + 'i', + 'me', + 'my', + 'myself', + 'we', + 'our', + 'ours', + 'ourselves', + 'you', + "you're", + "you've", + "you'll", + "you'd", + 'your', + 'yours', + 'yourself', + 'yourselves', + 'he', + 'him', + 'his', + 'himself', + 'she', + "she's", + 'her', + 'hers', + 'herself', + 'it', + "it's", + 'its', + 'itself', + 'they', + 'them', + 'their', + 'theirs', + 'themselves', + 'what', + 'which', + 'who', + 'whom', + 'this', + 'that', + "that'll", + 'these', + 'those', + 'am', + 'is', + 'are', + 'was', + 'were', + 'be', + 'been', + 'being', + 'have', + 'has', + 'had', + 'having', + 'do', + 'does', + 'did', + 'doing', + 'a', + 'an', + 'the', + 'and', + 'but', + 'if', + 'or', + 'because', + 'as', + 'until', + 'while', + 'of', + 'at', + 'by', + 'for', + 'with', + 'about', + 'against', + 'between', + 'into', + 'through', + 'during', + 'before', + 'after', + 'above', + 'below', + 'to', + 'from', + 'up', + 'down', + 'in', + 'out', + 'on', + 'off', + 'over', + 'under', + 'again', + 'further', + 'then', + 'once', + 'here', + 'there', + 'when', + 'where', + 'why', + 'how', + 'all', + 'any', + 'both', + 'each', + 'few', + 'more', + 'most', + 'other', + 'some', + 'such', + 'no', + 'nor', + 'not', + 'only', + 'own', + 'same', + 'so', + 'than', + 'too', + 'very', + 's', + 't', + 'can', + 'will', + 'just', + 'don', + "don't", + 'should', + "should've", + 'now', + 'd', + 'll', + 'm', + 'o', + 're', + 've', + 'y', + 'ain', + 'aren', + "aren't", + 'couldn', + "couldn't", + 'didn', + "didn't", + 'doesn', + "doesn't", + 'hadn', + "hadn't", + 'hasn', + "hasn't", + 'haven', + "haven't", + 'isn', + "isn't", + 'ma', + 'mightn', + "mightn't", + 'mustn', + "mustn't", + 'needn', + "needn't", + 'shan', + "shan't", + 'shouldn', + "shouldn't", + 'wasn', + "wasn't", + 'weren', + "weren't", + 'won', + "won't", + 'wouldn', + "wouldn't", +]); + +export const FINNISH_STOPWORDS = new Set([ + 'olla', + 'olen', + 'olet', + 'on', + 'olemme', + 'olette', + 'ovat', + 'ole', + 'oli', + 'olisi', + 'olisit', + 'olisin', + 'olisimme', + 'olisitte', + 'olisivat', + 'olit', + 'olin', + 'olimme', + 'olitte', + 'olivat', + 'ollut', + 'olleet', + 'en', + 'et', + 'ei', + 'emme', + 'ette', + 'eivät', + 'minä', + 'minun', + 'minut', + 'minua', + 'minussa', + 'minusta', + 'minuun', + 'minulla', + 'minulta', + 'minulle', + 'sinä', + 'sinun', + 'sinut', + 'sinua', + 'sinussa', + 'sinusta', + 'sinuun', + 'sinulla', + 'sinulta', + 'sinulle', + 'hän', + 'hänen', + 'hänet', + 'häntä', + 'hänessä', + 'hänestä', + 'häneen', + 'hänellä', + 'häneltä', + 'hänelle', + 'me', + 'meidän', + 'meidät', + 'meitä', + 'meissä', + 'meistä', + 'meihin', + 'meillä', + 'meiltä', + 'meille', + 'te', + 'teidän', + 'teidät', + 'teitä', + 'teissä', + 'teistä', + 'teihin', + 'teillä', + 'teiltä', + 'teille', + 'he', + 'heidän', + 'heidät', + 'heitä', + 'heissä', + 'heistä', + 'heihin', + 'heillä', + 'heiltä', + 'heille', + 'tämä', + 'tämän', + 'tätä', + 'tässä', + 'tästä', + 'tähän', + 'tallä', + 'tältä', + 'tälle', + 'tänä', + 'täksi', + 'tuo', + 'tuon', + 'tuotä', + 'tuossa', + 'tuosta', + 'tuohon', + 'tuolla', + 'tuolta', + 'tuolle', + 'tuona', + 'tuoksi', + 'se', + 'sen', + 'sitä', + 'siinä', + 'siitä', + 'siihen', + 'sillä', + 'siltä', + 'sille', + 'sinä', + 'siksi', + 'nämä', + 'näiden', + 'näitä', + 'näissä', + 'näistä', + 'näihin', + 'näillä', + 'näiltä', + 'näille', + 'näinä', + 'näiksi', + 'nuo', + 'noiden', + 'noita', + 'noissa', + 'noista', + 'noihin', + 'noilla', + 'noilta', + 'noille', + 'noina', + 'noiksi', + 'ne', + 'niiden', + 'niitä', + 'niissä', + 'niistä', + 'niihin', + 'niillä', + 'niiltä', + 'niille', + 'niinä', + 'niiksi', + 'kuka', + 'kenen', + 'kenet', + 'ketä', + 'kenessä', + 'kenestä', + 'keneen', + 'kenellä', + 'keneltä', + 'kenelle', + 'kenenä', + 'keneksi', + 'ketkä', + 'keiden', + 'ketkä', + 'keitä', + 'keissä', + 'keistä', + 'keihin', + 'keillä', + 'keiltä', + 'keille', + 'keinä', + 'keiksi', + 'mikä', + 'minkä', + 'minkä', + 'mitä', + 'missä', + 'mistä', + 'mihin', + 'millä', + 'miltä', + 'mille', + 'minä', + 'miksi', + 'mitkä', + 'joka', + 'jonka', + 'jota', + 'jossa', + 'josta', + 'johon', + 'jolla', + 'jolta', + 'jolle', + 'jona', + 'joksi', + 'jotka', + 'joiden', + 'joita', + 'joissa', + 'joista', + 'joihin', + 'joilla', + 'joilta', + 'joille', + 'joina', + 'joiksi', + 'että', + 'ja', + 'jos', + 'koska', + 'kuin', + 'mutta', + 'niin', + 'sekä', + 'sillä', + 'tai', + 'vaan', + 'vai', + 'vaikka', + 'kanssa', + 'mukaan', + 'noin', + 'poikki', + 'yli', + 'kun', + 'niin', + 'nyt', + 'itse', +]); + +export const FRENCH_STOPWORDS = new Set([ + 'au', + 'aux', + 'avec', + 'ce', + 'ces', + 'dans', + 'de', + 'des', + 'du', + 'elle', + 'en', + 'et', + 'eux', + 'il', + 'ils', + 'je', + 'la', + 'le', + 'les', + 'leur', + 'lui', + 'ma', + 'mais', + 'me', + 'même', + 'mes', + 'moi', + 'mon', + 'ne', + 'nos', + 'notre', + 'nous', + 'on', + 'ou', + 'par', + 'pas', + 'pour', + 'qu', + 'que', + 'qui', + 'sa', + 'se', + 'ses', + 'son', + 'sur', + 'ta', + 'te', + 'tes', + 'toi', + 'ton', + 'tu', + 'un', + 'une', + 'vos', + 'votre', + 'vous', + 'c', + 'd', + 'j', + 'l', + 'à', + 'm', + 'n', + 's', + 't', + 'y', + 'été', + 'étée', + 'étées', + 'étés', + 'étant', + 'étante', + 'étants', + 'étantes', + 'suis', + 'es', + 'est', + 'sommes', + 'êtes', + 'sont', + 'serai', + 'seras', + 'sera', + 'serons', + 'serez', + 'seront', + 'serais', + 'serait', + 'serions', + 'seriez', + 'seraient', + 'étais', + 'était', + 'étions', + 'étiez', + 'étaient', + 'fus', + 'fut', + 'fûmes', + 'fûtes', + 'furent', + 'sois', + 'soit', + 'soyons', + 'soyez', + 'soient', + 'fusse', + 'fusses', + 'fût', + 'fussions', + 'fussiez', + 'fussent', + 'ayant', + 'ayante', + 'ayantes', + 'ayants', + 'eu', + 'eue', + 'eues', + 'eus', + 'ai', + 'as', + 'avons', + 'avez', + 'ont', + 'aurai', + 'auras', + 'aura', + 'aurons', + 'aurez', + 'auront', + 'aurais', + 'aurait', + 'aurions', + 'auriez', + 'auraient', + 'avais', + 'avait', + 'avions', + 'aviez', + 'avaient', + 'eut', + 'eûmes', + 'eûtes', + 'eurent', + 'aie', + 'aies', + 'ait', + 'ayons', + 'ayez', + 'aient', + 'eusse', + 'eusses', + 'eût', + 'eussions', + 'eussiez', + 'eussent', +]); + +export const GERMAN_STOPWORDS = new Set([ + 'aber', + 'alle', + 'allem', + 'allen', + 'aller', + 'alles', + 'als', + 'also', + 'am', + 'an', + 'ander', + 'andere', + 'anderem', + 'anderen', + 'anderer', + 'anderes', + 'anderm', + 'andern', + 'anderr', + 'anders', + 'auch', + 'auf', + 'aus', + 'bei', + 'bin', + 'bis', + 'bist', + 'da', + 'damit', + 'dann', + 'der', + 'den', + 'des', + 'dem', + 'die', + 'das', + 'dass', + 'daß', + 'derselbe', + 'derselben', + 'denselben', + 'desselben', + 'demselben', + 'dieselbe', + 'dieselben', + 'dasselbe', + 'dazu', + 'dein', + 'deine', + 'deinem', + 'deinen', + 'deiner', + 'deines', + 'denn', + 'derer', + 'dessen', + 'dich', + 'dir', + 'du', + 'dies', + 'diese', + 'diesem', + 'diesen', + 'dieser', + 'dieses', + 'doch', + 'dort', + 'durch', + 'ein', + 'eine', + 'einem', + 'einen', + 'einer', + 'eines', + 'einig', + 'einige', + 'einigem', + 'einigen', + 'einiger', + 'einiges', + 'einmal', + 'er', + 'ihn', + 'ihm', + 'es', + 'etwas', + 'euer', + 'eure', + 'eurem', + 'euren', + 'eurer', + 'eures', + 'für', + 'gegen', + 'gewesen', + 'hab', + 'habe', + 'haben', + 'hat', + 'hatte', + 'hatten', + 'hier', + 'hin', + 'hinter', + 'ich', + 'mich', + 'mir', + 'ihr', + 'ihre', + 'ihrem', + 'ihren', + 'ihrer', + 'ihres', + 'euch', + 'im', + 'in', + 'indem', + 'ins', + 'ist', + 'jede', + 'jedem', + 'jeden', + 'jeder', + 'jedes', + 'jene', + 'jenem', + 'jenen', + 'jener', + 'jenes', + 'jetzt', + 'kann', + 'kein', + 'keine', + 'keinem', + 'keinen', + 'keiner', + 'keines', + 'können', + 'könnte', + 'machen', + 'man', + 'manche', + 'manchem', + 'manchen', + 'mancher', + 'manches', + 'mein', + 'meine', + 'meinem', + 'meinen', + 'meiner', + 'meines', + 'mit', + 'muss', + 'musste', + 'nach', + 'nicht', + 'nichts', + 'noch', + 'nun', + 'nur', + 'ob', + 'oder', + 'ohne', + 'sehr', + 'sein', + 'seine', + 'seinem', + 'seinen', + 'seiner', + 'seines', + 'selbst', + 'sich', + 'sie', + 'ihnen', + 'sind', + 'so', + 'solche', + 'solchem', + 'solchen', + 'solcher', + 'solches', + 'soll', + 'sollte', + 'sondern', + 'sonst', + 'über', + 'um', + 'und', + 'uns', + 'unsere', + 'unserem', + 'unseren', + 'unser', + 'unseres', + 'unter', + 'viel', + 'vom', + 'von', + 'vor', + 'während', + 'war', + 'waren', + 'warst', + 'was', + 'weg', + 'weil', + 'weiter', + 'welche', + 'welchem', + 'welchen', + 'welcher', + 'welches', + 'wenn', + 'werde', + 'werden', + 'wie', + 'wieder', + 'will', + 'wir', + 'wird', + 'wirst', + 'wo', + 'wollen', + 'wollte', + 'würde', + 'würden', + 'zu', + 'zum', + 'zur', + 'zwar', + 'zwischen', +]); + +export const GREEK_STOPWORDS = new Set([ + 'αλλα', + 'αν', + 'αντι', + 'απο', + 'αυτα', + 'αυτεσ', + 'αυτη', + 'αυτο', + 'αυτοι', + 'αυτοσ', + 'αυτουσ', + 'αυτων', + 'αἱ', + 'αἳ', + 'αἵ', + 'αὐτόσ', + 'αὐτὸς', + 'αὖ', + 'γάρ', + 'γα', + 'γα^', + 'γε', + 'για', + 'γοῦν', + 'γὰρ', + "δ'", + 'δέ', + 'δή', + 'δαί', + 'δαίσ', + 'δαὶ', + 'δαὶς', + 'δε', + 'δεν', + "δι'", + 'διά', + 'διὰ', + 'δὲ', + 'δὴ', + 'δ’', + 'εαν', + 'ειμαι', + 'ειμαστε', + 'ειναι', + 'εισαι', + 'ειστε', + 'εκεινα', + 'εκεινεσ', + 'εκεινη', + 'εκεινο', + 'εκεινοι', + 'εκεινοσ', + 'εκεινουσ', + 'εκεινων', + 'ενω', + 'επ', + 'επι', + 'εἰ', + 'εἰμί', + 'εἰμὶ', + 'εἰς', + 'εἰσ', + 'εἴ', + 'εἴμι', + 'εἴτε', + 'η', + 'θα', + 'ισωσ', + 'κ', + 'καί', + 'καίτοι', + 'καθ', + 'και', + 'κατ', + 'κατά', + 'κατα', + 'κατὰ', + 'καὶ', + 'κι', + 'κἀν', + 'κἂν', + 'μέν', + 'μή', + 'μήτε', + 'μα', + 'με', + 'μεθ', + 'μετ', + 'μετά', + 'μετα', + 'μετὰ', + 'μη', + 'μην', + 'μἐν', + 'μὲν', + 'μὴ', + 'μὴν', + 'να', + 'ο', + 'οι', + 'ομωσ', + 'οπωσ', + 'οσο', + 'οτι', + 'οἱ', + 'οἳ', + 'οἷς', + 'οὐ', + 'οὐδ', + 'οὐδέ', + 'οὐδείσ', + 'οὐδεὶς', + 'οὐδὲ', + 'οὐδὲν', + 'οὐκ', + 'οὐχ', + 'οὐχὶ', + 'οὓς', + 'οὔτε', + 'οὕτω', + 'οὕτως', + 'οὕτωσ', + 'οὖν', + 'οὗ', + 'οὗτος', + 'οὗτοσ', + 'παρ', + 'παρά', + 'παρα', + 'παρὰ', + 'περί', + 'περὶ', + 'ποια', + 'ποιεσ', + 'ποιο', + 'ποιοι', + 'ποιοσ', + 'ποιουσ', + 'ποιων', + 'ποτε', + 'που', + 'ποῦ', + 'προ', + 'προσ', + 'πρόσ', + 'πρὸ', + 'πρὸς', + 'πως', + 'πωσ', + 'σε', + 'στη', + 'στην', + 'στο', + 'στον', + 'σόσ', + 'σύ', + 'σύν', + 'σὸς', + 'σὺ', + 'σὺν', + 'τά', + 'τήν', + 'τί', + 'τίς', + 'τίσ', + 'τα', + 'ταῖς', + 'τε', + 'την', + 'τησ', + 'τι', + 'τινα', + 'τις', + 'τισ', + 'το', + 'τοί', + 'τοι', + 'τοιοῦτος', + 'τοιοῦτοσ', + 'τον', + 'τοτε', + 'του', + 'τούσ', + 'τοὺς', + 'τοῖς', + 'τοῦ', + 'των', + 'τό', + 'τόν', + 'τότε', + 'τὰ', + 'τὰς', + 'τὴν', + 'τὸ', + 'τὸν', + 'τῆς', + 'τῆσ', + 'τῇ', + 'τῶν', + 'τῷ', + 'ωσ', + "ἀλλ'", + 'ἀλλά', + 'ἀλλὰ', + 'ἀλλ’', + 'ἀπ', + 'ἀπό', + 'ἀπὸ', + 'ἀφ', + 'ἂν', + 'ἃ', + 'ἄλλος', + 'ἄλλοσ', + 'ἄν', + 'ἄρα', + 'ἅμα', + 'ἐάν', + 'ἐγώ', + 'ἐγὼ', + 'ἐκ', + 'ἐμόσ', + 'ἐμὸς', + 'ἐν', + 'ἐξ', + 'ἐπί', + 'ἐπεὶ', + 'ἐπὶ', + 'ἐστι', + 'ἐφ', + 'ἐὰν', + 'ἑαυτοῦ', + 'ἔτι', + 'ἡ', + 'ἢ', + 'ἣ', + 'ἤ', + 'ἥ', + 'ἧς', + 'ἵνα', + 'ὁ', + 'ὃ', + 'ὃν', + 'ὃς', + 'ὅ', + 'ὅδε', + 'ὅθεν', + 'ὅπερ', + 'ὅς', + 'ὅσ', + 'ὅστις', + 'ὅστισ', + 'ὅτε', + 'ὅτι', + 'ὑμόσ', + 'ὑπ', + 'ὑπέρ', + 'ὑπό', + 'ὑπὲρ', + 'ὑπὸ', + 'ὡς', + 'ὡσ', + 'ὥς', + 'ὥστε', + 'ὦ', + 'ᾧ', +]); + +export const HEBREW_STOPWORDS = new Set([ + 'אני', + 'את', + 'אתה', + 'אנחנו', + 'אתן', + 'אתם', + 'הם', + 'הן', + 'היא', + 'הוא', + 'שלי', + 'שלו', + 'שלך', + 'שלה', + 'שלנו', + 'שלכם', + 'שלכן', + 'שלהם', + 'שלהן', + 'לי', + 'לו', + 'לה', + 'לנו', + 'לכם', + 'לכן', + 'להם', + 'להן', + 'אותה', + 'אותו', + 'זה', + 'זאת', + 'אלה', + 'אלו', + 'תחת', + 'מתחת', + 'מעל', + 'בין', + 'עם', + 'עד', + 'נגר', + 'על', + 'אל', + 'מול', + 'של', + 'אצל', + 'כמו', + 'אחר', + 'אותו', + 'בלי', + 'לפני', + 'אחרי', + 'מאחורי', + 'עלי', + 'עליו', + 'עליה', + 'עליך', + 'עלינו', + 'עליכם', + 'לעיכן', + 'עליהם', + 'עליהן', + 'כל', + 'כולם', + 'כולן', + 'כך', + 'ככה', + 'כזה', + 'זה', + 'זות', + 'אותי', + 'אותה', + 'אותם', + 'אותך', + 'אותו', + 'אותן', + 'אותנו', + 'ואת', + 'את', + 'אתכם', + 'אתכן', + 'איתי', + 'איתו', + 'איתך', + 'איתה', + 'איתם', + 'איתן', + 'איתנו', + 'איתכם', + 'איתכן', + 'יהיה', + 'תהיה', + 'היתי', + 'היתה', + 'היה', + 'להיות', + 'עצמי', + 'עצמו', + 'עצמה', + 'עצמם', + 'עצמן', + 'עצמנו', + 'עצמהם', + 'עצמהן', + 'מי', + 'מה', + 'איפה', + 'היכן', + 'במקום שבו', + 'אם', + 'לאן', + 'למקום שבו', + 'מקום בו', + 'איזה', + 'מהיכן', + 'איך', + 'כיצד', + 'באיזו מידה', + 'מתי', + 'בשעה ש', + 'כאשר', + 'כש', + 'למרות', + 'לפני', + 'אחרי', + 'מאיזו סיבה', + 'הסיבה שבגללה', + 'למה', + 'מדוע', + 'לאיזו תכלית', + 'כי', + 'יש', + 'אין', + 'אך', + 'מנין', + 'מאין', + 'מאיפה', + 'יכל', + 'יכלה', + 'יכלו', + 'יכול', + 'יכולה', + 'יכולים', + 'יכולות', + 'יוכלו', + 'יוכל', + 'מסוגל', + 'לא', + 'רק', + 'אולי', + 'אין', + 'לאו', + 'אי', + 'כלל', + 'נגד', + 'אם', + 'עם', + 'אל', + 'אלה', + 'אלו', + 'אף', + 'על', + 'מעל', + 'מתחת', + 'מצד', + 'בשביל', + 'לבין', + 'באמצע', + 'בתוך', + 'דרך', + 'מבעד', + 'באמצעות', + 'למעלה', + 'למטה', + 'מחוץ', + 'מן', + 'לעבר', + 'מכאן', + 'כאן', + 'הנה', + 'הרי', + 'פה', + 'שם', + 'אך', + 'ברם', + 'שוב', + 'אבל', + 'מבלי', + 'בלי', + 'מלבד', + 'רק', + 'בגלל', + 'מכיוון', + 'עד', + 'אשר', + 'ואילו', + 'למרות', + 'אס', + 'כמו', + 'כפי', + 'אז', + 'אחרי', + 'כן', + 'לכן', + 'לפיכך', + 'מאד', + 'עז', + 'מעט', + 'מעטים', + 'במידה', + 'שוב', + 'יותר', + 'מדי', + 'גם', + 'כן', + 'נו', + 'אחר', + 'אחרת', + 'אחרים', + 'אחרות', + 'אשר', + 'או', +]); + +export const HINGLISH_STOPWORDS = new Set([ + 'a', + 'aadi', + 'aaj', + 'aap', + 'aapne', + 'aata', + 'aati', + 'aaya', + 'aaye', + 'ab', + 'abbe', + 'abbey', + 'abe', + 'abhi', + 'able', + 'about', + 'above', + 'accha', + 'according', + 'accordingly', + 'acha', + 'achcha', + 'across', + 'actually', + 'after', + 'afterwards', + 'again', + 'against', + 'agar', + 'ain', + 'aint', + "ain't", + 'aisa', + 'aise', + 'aisi', + 'alag', + 'all', + 'allow', + 'allows', + 'almost', + 'alone', + 'along', + 'already', + 'also', + 'although', + 'always', + 'am', + 'among', + 'amongst', + 'an', + 'and', + 'andar', + 'another', + 'any', + 'anybody', + 'anyhow', + 'anyone', + 'anything', + 'anyway', + 'anyways', + 'anywhere', + 'ap', + 'apan', + 'apart', + 'apna', + 'apnaa', + 'apne', + 'apni', + 'appear', + 'are', + 'aren', + 'arent', + "aren't", + 'around', + 'arre', + 'as', + 'aside', + 'ask', + 'asking', + 'at', + 'aur', + 'avum', + 'aya', + 'aye', + 'baad', + 'baar', + 'bad', + 'bahut', + 'bana', + 'banae', + 'banai', + 'banao', + 'banaya', + 'banaye', + 'banayi', + 'banda', + 'bande', + 'bandi', + 'bane', + 'bani', + 'bas', + 'bata', + 'batao', + 'bc', + 'be', + 'became', + 'because', + 'become', + 'becomes', + 'becoming', + 'been', + 'before', + 'beforehand', + 'behind', + 'being', + 'below', + 'beside', + 'besides', + 'best', + 'better', + 'between', + 'beyond', + 'bhai', + 'bheetar', + 'bhi', + 'bhitar', + 'bht', + 'bilkul', + 'bohot', + 'bol', + 'bola', + 'bole', + 'boli', + 'bolo', + 'bolta', + 'bolte', + 'bolti', + 'both', + 'brief', + 'bro', + 'btw', + 'but', + 'by', + 'came', + 'can', + 'cannot', + 'cant', + "can't", + 'cause', + 'causes', + 'certain', + 'certainly', + 'chahiye', + 'chaiye', + 'chal', + 'chalega', + 'chhaiye', + 'clearly', + "c'mon", + 'com', + 'come', + 'comes', + 'could', + 'couldn', + 'couldnt', + "couldn't", + 'd', + 'de', + 'dede', + 'dega', + 'degi', + 'dekh', + 'dekha', + 'dekhe', + 'dekhi', + 'dekho', + 'denge', + 'dhang', + 'di', + 'did', + 'didn', + 'didnt', + "didn't", + 'dijiye', + 'diya', + 'diyaa', + 'diye', + 'diyo', + 'do', + 'does', + 'doesn', + 'doesnt', + "doesn't", + 'doing', + 'done', + 'dono', + 'dont', + "don't", + 'doosra', + 'doosre', + 'down', + 'downwards', + 'dude', + 'dunga', + 'dungi', + 'during', + 'dusra', + 'dusre', + 'dusri', + 'dvaara', + 'dvara', + 'dwaara', + 'dwara', + 'each', + 'edu', + 'eg', + 'eight', + 'either', + 'ek', + 'else', + 'elsewhere', + 'enough', + 'etc', + 'even', + 'ever', + 'every', + 'everybody', + 'everyone', + 'everything', + 'everywhere', + 'ex', + 'exactly', + 'example', + 'except', + 'far', + 'few', + 'fifth', + 'fir', + 'first', + 'five', + 'followed', + 'following', + 'follows', + 'for', + 'forth', + 'four', + 'from', + 'further', + 'furthermore', + 'gaya', + 'gaye', + 'gayi', + 'get', + 'gets', + 'getting', + 'ghar', + 'given', + 'gives', + 'go', + 'goes', + 'going', + 'gone', + 'good', + 'got', + 'gotten', + 'greetings', + 'haan', + 'had', + 'hadd', + 'hadn', + 'hadnt', + "hadn't", + 'hai', + 'hain', + 'hamara', + 'hamare', + 'hamari', + 'hamne', + 'han', + 'happens', + 'har', + 'hardly', + 'has', + 'hasn', + 'hasnt', + "hasn't", + 'have', + 'haven', + 'havent', + "haven't", + 'having', + 'he', + 'hello', + 'help', + 'hence', + 'her', + 'here', + 'hereafter', + 'hereby', + 'herein', + "here's", + 'hereupon', + 'hers', + 'herself', + "he's", + 'hi', + 'him', + 'himself', + 'his', + 'hither', + 'hm', + 'hmm', + 'ho', + 'hoga', + 'hoge', + 'hogi', + 'hona', + 'honaa', + 'hone', + 'honge', + 'hongi', + 'honi', + 'hopefully', + 'hota', + 'hotaa', + 'hote', + 'hoti', + 'how', + 'howbeit', + 'however', + 'hoyenge', + 'hoyengi', + 'hu', + 'hua', + 'hue', + 'huh', + 'hui', + 'hum', + 'humein', + 'humne', + 'hun', + 'huye', + 'huyi', + 'i', + "i'd", + 'idk', + 'ie', + 'if', + "i'll", + "i'm", + 'imo', + 'in', + 'inasmuch', + 'inc', + 'inhe', + 'inhi', + 'inho', + 'inka', + 'inkaa', + 'inke', + 'inki', + 'inn', + 'inner', + 'inse', + 'insofar', + 'into', + 'inward', + 'is', + 'ise', + 'isi', + 'iska', + 'iskaa', + 'iske', + 'iski', + 'isme', + 'isn', + 'isne', + 'isnt', + "isn't", + 'iss', + 'isse', + 'issi', + 'isski', + 'it', + "it'd", + "it'll", + 'itna', + 'itne', + 'itni', + 'itno', + 'its', + "it's", + 'itself', + 'ityaadi', + 'ityadi', + "i've", + 'ja', + 'jaa', + 'jab', + 'jabh', + 'jaha', + 'jahaan', + 'jahan', + 'jaisa', + 'jaise', + 'jaisi', + 'jata', + 'jayega', + 'jidhar', + 'jin', + 'jinhe', + 'jinhi', + 'jinho', + 'jinhone', + 'jinka', + 'jinke', + 'jinki', + 'jinn', + 'jis', + 'jise', + 'jiska', + 'jiske', + 'jiski', + 'jisme', + 'jiss', + 'jisse', + 'jitna', + 'jitne', + 'jitni', + 'jo', + 'just', + 'jyaada', + 'jyada', + 'k', + 'ka', + 'kaafi', + 'kab', + 'kabhi', + 'kafi', + 'kaha', + 'kahaa', + 'kahaan', + 'kahan', + 'kahi', + 'kahin', + 'kahte', + 'kaisa', + 'kaise', + 'kaisi', + 'kal', + 'kam', + 'kar', + 'kara', + 'kare', + 'karega', + 'karegi', + 'karen', + 'karenge', + 'kari', + 'karke', + 'karna', + 'karne', + 'karni', + 'karo', + 'karta', + 'karte', + 'karti', + 'karu', + 'karun', + 'karunga', + 'karungi', + 'kaun', + 'kaunsa', + 'kayi', + 'kch', + 'ke', + 'keep', + 'keeps', + 'keh', + 'kehte', + 'kept', + 'khud', + 'ki', + 'kin', + 'kine', + 'kinhe', + 'kinho', + 'kinka', + 'kinke', + 'kinki', + 'kinko', + 'kinn', + 'kino', + 'kis', + 'kise', + 'kisi', + 'kiska', + 'kiske', + 'kiski', + 'kisko', + 'kisliye', + 'kisne', + 'kitna', + 'kitne', + 'kitni', + 'kitno', + 'kiya', + 'kiye', + 'know', + 'known', + 'knows', + 'ko', + 'koi', + 'kon', + 'konsa', + 'koyi', + 'krna', + 'krne', + 'kuch', + 'kuchch', + 'kuchh', + 'kul', + 'kull', + 'kya', + 'kyaa', + 'kyu', + 'kyuki', + 'kyun', + 'kyunki', + 'lagta', + 'lagte', + 'lagti', + 'last', + 'lately', + 'later', + 'le', + 'least', + 'lekar', + 'lekin', + 'less', + 'lest', + 'let', + "let's", + 'li', + 'like', + 'liked', + 'likely', + 'little', + 'liya', + 'liye', + 'll', + 'lo', + 'log', + 'logon', + 'lol', + 'look', + 'looking', + 'looks', + 'ltd', + 'lunga', + 'm', + 'maan', + 'maana', + 'maane', + 'maani', + 'maano', + 'magar', + 'mai', + 'main', + 'maine', + 'mainly', + 'mana', + 'mane', + 'mani', + 'mano', + 'many', + 'mat', + 'may', + 'maybe', + 'me', + 'mean', + 'meanwhile', + 'mein', + 'mera', + 'mere', + 'merely', + 'meri', + 'might', + 'mightn', + 'mightnt', + "mightn't", + 'mil', + 'mjhe', + 'more', + 'moreover', + 'most', + 'mostly', + 'much', + 'mujhe', + 'must', + 'mustn', + 'mustnt', + "mustn't", + 'my', + 'myself', + 'na', + 'naa', + 'naah', + 'nahi', + 'nahin', + 'nai', + 'name', + 'namely', + 'nd', + 'ne', + 'near', + 'nearly', + 'necessary', + 'neeche', + 'need', + 'needn', + 'neednt', + "needn't", + 'needs', + 'neither', + 'never', + 'nevertheless', + 'new', + 'next', + 'nhi', + 'nine', + 'no', + 'nobody', + 'non', + 'none', + 'noone', + 'nope', + 'nor', + 'normally', + 'not', + 'nothing', + 'novel', + 'now', + 'nowhere', + 'o', + 'obviously', + 'of', + 'off', + 'often', + 'oh', + 'ok', + 'okay', + 'old', + 'on', + 'once', + 'one', + 'ones', + 'only', + 'onto', + 'or', + 'other', + 'others', + 'otherwise', + 'ought', + 'our', + 'ours', + 'ourselves', + 'out', + 'outside', + 'over', + 'overall', + 'own', + 'par', + 'pata', + 'pe', + 'pehla', + 'pehle', + 'pehli', + 'people', + 'per', + 'perhaps', + 'phla', + 'phle', + 'phli', + 'placed', + 'please', + 'plus', + 'poora', + 'poori', + 'provides', + 'pura', + 'puri', + 'q', + 'que', + 'quite', + 'raha', + 'rahaa', + 'rahe', + 'rahi', + 'rakh', + 'rakha', + 'rakhe', + 'rakhen', + 'rakhi', + 'rakho', + 'rather', + 're', + 'really', + 'reasonably', + 'regarding', + 'regardless', + 'regards', + 'rehte', + 'rha', + 'rhaa', + 'rhe', + 'rhi', + 'ri', + 'right', + 's', + 'sa', + 'saara', + 'saare', + 'saath', + 'sab', + 'sabhi', + 'sabse', + 'sahi', + 'said', + 'sakta', + 'saktaa', + 'sakte', + 'sakti', + 'same', + 'sang', + 'sara', + 'sath', + 'saw', + 'say', + 'saying', + 'says', + 'se', + 'second', + 'secondly', + 'see', + 'seeing', + 'seem', + 'seemed', + 'seeming', + 'seems', + 'seen', + 'self', + 'selves', + 'sensible', + 'sent', + 'serious', + 'seriously', + 'seven', + 'several', + 'shall', + 'shan', + 'shant', + "shan't", + 'she', + "she's", + 'should', + 'shouldn', + 'shouldnt', + "shouldn't", + "should've", + 'si', + 'since', + 'six', + 'so', + 'soch', + 'some', + 'somebody', + 'somehow', + 'someone', + 'something', + 'sometime', + 'sometimes', + 'somewhat', + 'somewhere', + 'soon', + 'still', + 'sub', + 'such', + 'sup', + 'sure', + 't', + 'tab', + 'tabh', + 'tak', + 'take', + 'taken', + 'tarah', + 'teen', + 'teeno', + 'teesra', + 'teesre', + 'teesri', + 'tell', + 'tends', + 'tera', + 'tere', + 'teri', + 'th', + 'tha', + 'than', + 'thank', + 'thanks', + 'thanx', + 'that', + "that'll", + 'thats', + "that's", + 'the', + 'theek', + 'their', + 'theirs', + 'them', + 'themselves', + 'then', + 'thence', + 'there', + 'thereafter', + 'thereby', + 'therefore', + 'therein', + 'theres', + "there's", + 'thereupon', + 'these', + 'they', + "they'd", + "they'll", + "they're", + "they've", + 'thi', + 'thik', + 'thing', + 'think', + 'thinking', + 'third', + 'this', + 'tho', + 'thoda', + 'thodi', + 'thorough', + 'thoroughly', + 'those', + 'though', + 'thought', + 'three', + 'through', + 'throughout', + 'thru', + 'thus', + 'tjhe', + 'to', + 'together', + 'toh', + 'too', + 'took', + 'toward', + 'towards', + 'tried', + 'tries', + 'true', + 'truly', + 'try', + 'trying', + 'tu', + 'tujhe', + 'tum', + 'tumhara', + 'tumhare', + 'tumhari', + 'tune', + 'twice', + 'two', + 'um', + 'umm', + 'un', + 'under', + 'unhe', + 'unhi', + 'unho', + 'unhone', + 'unka', + 'unkaa', + 'unke', + 'unki', + 'unko', + 'unless', + 'unlikely', + 'unn', + 'unse', + 'until', + 'unto', + 'up', + 'upar', + 'upon', + 'us', + 'use', + 'used', + 'useful', + 'uses', + 'usi', + 'using', + 'uska', + 'uske', + 'usne', + 'uss', + 'usse', + 'ussi', + 'usually', + 'vaala', + 'vaale', + 'vaali', + 'vahaan', + 'vahan', + 'vahi', + 'vahin', + 'vaisa', + 'vaise', + 'vaisi', + 'vala', + 'vale', + 'vali', + 'various', + 've', + 'very', + 'via', + 'viz', + 'vo', + 'waala', + 'waale', + 'waali', + 'wagaira', + 'wagairah', + 'wagerah', + 'waha', + 'wahaan', + 'wahan', + 'wahi', + 'wahin', + 'waisa', + 'waise', + 'waisi', + 'wala', + 'wale', + 'wali', + 'want', + 'wants', + 'was', + 'wasn', + 'wasnt', + "wasn't", + 'way', + 'we', + "we'd", + 'well', + "we'll", + 'went', + 'were', + "we're", + 'weren', + 'werent', + "weren't", + "we've", + 'what', + 'whatever', + "what's", + 'when', + 'whence', + 'whenever', + 'where', + 'whereafter', + 'whereas', + 'whereby', + 'wherein', + "where's", + 'whereupon', + 'wherever', + 'whether', + 'which', + 'while', + 'who', + 'whoever', + 'whole', + 'whom', + "who's", + 'whose', + 'why', + 'will', + 'willing', + 'with', + 'within', + 'without', + 'wo', + 'woh', + 'wohi', + 'won', + 'wont', + "won't", + 'would', + 'wouldn', + 'wouldnt', + "wouldn't", + 'y', + 'ya', + 'yadi', + 'yah', + 'yaha', + 'yahaan', + 'yahan', + 'yahi', + 'yahin', + 'ye', + 'yeah', + 'yeh', + 'yehi', + 'yes', + 'yet', + 'you', + "you'd", + "you'll", + 'your', + "you're", + 'yours', + 'yourself', + 'yourselves', + "you've", + 'yup', +]); + +export const HUNGARIAN_STOPWORDS = new Set([ + 'a', + 'ahogy', + 'ahol', + 'aki', + 'akik', + 'akkor', + 'alatt', + 'által', + 'általában', + 'amely', + 'amelyek', + 'amelyekben', + 'amelyeket', + 'amelyet', + 'amelynek', + 'ami', + 'amit', + 'amolyan', + 'amíg', + 'amikor', + 'át', + 'abban', + 'ahhoz', + 'annak', + 'arra', + 'arról', + 'az', + 'azok', + 'azon', + 'azt', + 'azzal', + 'azért', + 'aztán', + 'azután', + 'azonban', + 'bár', + 'be', + 'belül', + 'benne', + 'cikk', + 'cikkek', + 'cikkeket', + 'csak', + 'de', + 'e', + 'eddig', + 'egész', + 'egy', + 'egyes', + 'egyetlen', + 'egyéb', + 'egyik', + 'egyre', + 'ekkor', + 'el', + 'elég', + 'ellen', + 'elõ', + 'elõször', + 'elõtt', + 'elsõ', + 'én', + 'éppen', + 'ebben', + 'ehhez', + 'emilyen', + 'ennek', + 'erre', + 'ez', + 'ezt', + 'ezek', + 'ezen', + 'ezzel', + 'ezért', + 'és', + 'fel', + 'felé', + 'hanem', + 'hiszen', + 'hogy', + 'hogyan', + 'igen', + 'így', + 'illetve', + 'ill.', + 'ill', + 'ilyen', + 'ilyenkor', + 'ison', + 'ismét', + 'itt', + 'jó', + 'jól', + 'jobban', + 'kell', + 'kellett', + 'keresztül', + 'keressünk', + 'ki', + 'kívül', + 'között', + 'közül', + 'legalább', + 'lehet', + 'lehetett', + 'legyen', + 'lenne', + 'lenni', + 'lesz', + 'lett', + 'maga', + 'magát', + 'majd', + 'majd', + 'már', + 'más', + 'másik', + 'meg', + 'még', + 'mellett', + 'mert', + 'mely', + 'melyek', + 'mi', + 'mit', + 'míg', + 'miért', + 'milyen', + 'mikor', + 'minden', + 'mindent', + 'mindenki', + 'mindig', + 'mint', + 'mintha', + 'mivel', + 'most', + 'nagy', + 'nagyobb', + 'nagyon', + 'ne', + 'néha', + 'nekem', + 'neki', + 'nem', + 'néhány', + 'nélkül', + 'nincs', + 'olyan', + 'ott', + 'össze', + 'õ', + 'õk', + 'õket', + 'pedig', + 'persze', + 'rá', + 's', + 'saját', + 'sem', + 'semmi', + 'sok', + 'sokat', + 'sokkal', + 'számára', + 'szemben', + 'szerint', + 'szinte', + 'talán', + 'tehát', + 'teljes', + 'tovább', + 'továbbá', + 'több', + 'úgy', + 'ugyanis', + 'új', + 'újabb', + 'újra', + 'után', + 'utána', + 'utolsó', + 'vagy', + 'vagyis', + 'valaki', + 'valami', + 'valamint', + 'való', + 'vagyok', + 'van', + 'vannak', + 'volt', + 'voltam', + 'voltak', + 'voltunk', + 'vissza', + 'vele', + 'viszont', + 'volna', +]); + +export const INDONESIAN_STOPWORDS = new Set([ + 'ada', + 'adalah', + 'adanya', + 'adapun', + 'agak', + 'agaknya', + 'agar', + 'akan', + 'akankah', + 'akhir', + 'akhiri', + 'akhirnya', + 'aku', + 'akulah', + 'amat', + 'amatlah', + 'anda', + 'andalah', + 'antar', + 'antara', + 'antaranya', + 'apa', + 'apaan', + 'apabila', + 'apakah', + 'apalagi', + 'apatah', + 'artinya', + 'asal', + 'asalkan', + 'atas', + 'atau', + 'ataukah', + 'ataupun', + 'awal', + 'awalnya', + 'bagai', + 'bagaikan', + 'bagaimana', + 'bagaimanakah', + 'bagaimanapun', + 'bagi', + 'bagian', + 'bahkan', + 'bahwa', + 'bahwasanya', + 'baik', + 'bakal', + 'bakalan', + 'balik', + 'banyak', + 'bapak', + 'baru', + 'bawah', + 'beberapa', + 'begini', + 'beginian', + 'beginikah', + 'beginilah', + 'begitu', + 'begitukah', + 'begitulah', + 'begitupun', + 'bekerja', + 'belakang', + 'belakangan', + 'belum', + 'belumlah', + 'benar', + 'benarkah', + 'benarlah', + 'berada', + 'berakhir', + 'berakhirlah', + 'berakhirnya', + 'berapa', + 'berapakah', + 'berapalah', + 'berapapun', + 'berarti', + 'berawal', + 'berbagai', + 'berdatangan', + 'beri', + 'berikan', + 'berikut', + 'berikutnya', + 'berjumlah', + 'berkali-kali', + 'berkata', + 'berkehendak', + 'berkeinginan', + 'berkenaan', + 'berlainan', + 'berlalu', + 'berlangsung', + 'berlebihan', + 'bermacam', + 'bermacam-macam', + 'bermaksud', + 'bermula', + 'bersama', + 'bersama-sama', + 'bersiap', + 'bersiap-siap', + 'bertanya', + 'bertanya-tanya', + 'berturut', + 'berturut-turut', + 'bertutur', + 'berujar', + 'berupa', + 'besar', + 'betul', + 'betulkah', + 'biasa', + 'biasanya', + 'bila', + 'bilakah', + 'bisa', + 'bisakah', + 'boleh', + 'bolehkah', + 'bolehlah', + 'buat', + 'bukan', + 'bukankah', + 'bukanlah', + 'bukannya', + 'bulan', + 'bung', + 'cara', + 'caranya', + 'cukup', + 'cukupkah', + 'cukuplah', + 'cuma', + 'dahulu', + 'dalam', + 'dan', + 'dapat', + 'dari', + 'daripada', + 'datang', + 'dekat', + 'demi', + 'demikian', + 'demikianlah', + 'dengan', + 'depan', + 'di', + 'dia', + 'diakhiri', + 'diakhirinya', + 'dialah', + 'diantara', + 'diantaranya', + 'diberi', + 'diberikan', + 'diberikannya', + 'dibuat', + 'dibuatnya', + 'didapat', + 'didatangkan', + 'digunakan', + 'diibaratkan', + 'diibaratkannya', + 'diingat', + 'diingatkan', + 'diinginkan', + 'dijawab', + 'dijelaskan', + 'dijelaskannya', + 'dikarenakan', + 'dikatakan', + 'dikatakannya', + 'dikerjakan', + 'diketahui', + 'diketahuinya', + 'dikira', + 'dilakukan', + 'dilalui', + 'dilihat', + 'dimaksud', + 'dimaksudkan', + 'dimaksudkannya', + 'dimaksudnya', + 'diminta', + 'dimintai', + 'dimisalkan', + 'dimulai', + 'dimulailah', + 'dimulainya', + 'dimungkinkan', + 'dini', + 'dipastikan', + 'diperbuat', + 'diperbuatnya', + 'dipergunakan', + 'diperkirakan', + 'diperlihatkan', + 'diperlukan', + 'diperlukannya', + 'dipersoalkan', + 'dipertanyakan', + 'dipunyai', + 'diri', + 'dirinya', + 'disampaikan', + 'disebut', + 'disebutkan', + 'disebutkannya', + 'disini', + 'disinilah', + 'ditambahkan', + 'ditandaskan', + 'ditanya', + 'ditanyai', + 'ditanyakan', + 'ditegaskan', + 'ditujukan', + 'ditunjuk', + 'ditunjuki', + 'ditunjukkan', + 'ditunjukkannya', + 'ditunjuknya', + 'dituturkan', + 'dituturkannya', + 'diucapkan', + 'diucapkannya', + 'diungkapkan', + 'dong', + 'dua', + 'dulu', + 'empat', + 'enggak', + 'enggaknya', + 'entah', + 'entahlah', + 'guna', + 'gunakan', + 'hal', + 'hampir', + 'hanya', + 'hanyalah', + 'hari', + 'harus', + 'haruslah', + 'harusnya', + 'hendak', + 'hendaklah', + 'hendaknya', + 'hingga', + 'ia', + 'ialah', + 'ibarat', + 'ibaratkan', + 'ibaratnya', + 'ibu', + 'ikut', + 'ingat', + 'ingat-ingat', + 'ingin', + 'inginkah', + 'inginkan', + 'ini', + 'inikah', + 'inilah', + 'itu', + 'itukah', + 'itulah', + 'jadi', + 'jadilah', + 'jadinya', + 'jangan', + 'jangankan', + 'janganlah', + 'jauh', + 'jawab', + 'jawaban', + 'jawabnya', + 'jelas', + 'jelaskan', + 'jelaslah', + 'jelasnya', + 'jika', + 'jikalau', + 'juga', + 'jumlah', + 'jumlahnya', + 'justru', + 'kala', + 'kalau', + 'kalaulah', + 'kalaupun', + 'kalian', + 'kami', + 'kamilah', + 'kamu', + 'kamulah', + 'kan', + 'kapan', + 'kapankah', + 'kapanpun', + 'karena', + 'karenanya', + 'kasus', + 'kata', + 'katakan', + 'katakanlah', + 'katanya', + 'ke', + 'keadaan', + 'kebetulan', + 'kecil', + 'kedua', + 'keduanya', + 'keinginan', + 'kelamaan', + 'kelihatan', + 'kelihatannya', + 'kelima', + 'keluar', + 'kembali', + 'kemudian', + 'kemungkinan', + 'kemungkinannya', + 'kenapa', + 'kepada', + 'kepadanya', + 'kesampaian', + 'keseluruhan', + 'keseluruhannya', + 'keterlaluan', + 'ketika', + 'khususnya', + 'kini', + 'kinilah', + 'kira', + 'kira-kira', + 'kiranya', + 'kita', + 'kitalah', + 'kok', + 'kurang', + 'lagi', + 'lagian', + 'lah', + 'lain', + 'lainnya', + 'lalu', + 'lama', + 'lamanya', + 'lanjut', + 'lanjutnya', + 'lebih', + 'lewat', + 'lima', + 'luar', + 'macam', + 'maka', + 'makanya', + 'makin', + 'malah', + 'malahan', + 'mampu', + 'mampukah', + 'mana', + 'manakala', + 'manalagi', + 'masa', + 'masalah', + 'masalahnya', + 'masih', + 'masihkah', + 'masing', + 'masing-masing', + 'mau', + 'maupun', + 'melainkan', + 'melakukan', + 'melalui', + 'melihat', + 'melihatnya', + 'memang', + 'memastikan', + 'memberi', + 'memberikan', + 'membuat', + 'memerlukan', + 'memihak', + 'meminta', + 'memintakan', + 'memisalkan', + 'memperbuat', + 'mempergunakan', + 'memperkirakan', + 'memperlihatkan', + 'mempersiapkan', + 'mempersoalkan', + 'mempertanyakan', + 'mempunyai', + 'memulai', + 'memungkinkan', + 'menaiki', + 'menambahkan', + 'menandaskan', + 'menanti', + 'menanti-nanti', + 'menantikan', + 'menanya', + 'menanyai', + 'menanyakan', + 'mendapat', + 'mendapatkan', + 'mendatang', + 'mendatangi', + 'mendatangkan', + 'menegaskan', + 'mengakhiri', + 'mengapa', + 'mengatakan', + 'mengatakannya', + 'mengenai', + 'mengerjakan', + 'mengetahui', + 'menggunakan', + 'menghendaki', + 'mengibaratkan', + 'mengibaratkannya', + 'mengingat', + 'mengingatkan', + 'menginginkan', + 'mengira', + 'mengucapkan', + 'mengucapkannya', + 'mengungkapkan', + 'menjadi', + 'menjawab', + 'menjelaskan', + 'menuju', + 'menunjuk', + 'menunjuki', + 'menunjukkan', + 'menunjuknya', + 'menurut', + 'menuturkan', + 'menyampaikan', + 'menyangkut', + 'menyatakan', + 'menyebutkan', + 'menyeluruh', + 'menyiapkan', + 'merasa', + 'mereka', + 'merekalah', + 'merupakan', + 'meski', + 'meskipun', + 'meyakini', + 'meyakinkan', + 'minta', + 'mirip', + 'misal', + 'misalkan', + 'misalnya', + 'mula', + 'mulai', + 'mulailah', + 'mulanya', + 'mungkin', + 'mungkinkah', + 'nah', + 'naik', + 'namun', + 'nanti', + 'nantinya', + 'nyaris', + 'nyatanya', + 'oleh', + 'olehnya', + 'pada', + 'padahal', + 'padanya', + 'pak', + 'paling', + 'panjang', + 'pantas', + 'para', + 'pasti', + 'pastilah', + 'penting', + 'pentingnya', + 'per', + 'percuma', + 'perlu', + 'perlukah', + 'perlunya', + 'pernah', + 'persoalan', + 'pertama', + 'pertama-tama', + 'pertanyaan', + 'pertanyakan', + 'pihak', + 'pihaknya', + 'pukul', + 'pula', + 'pun', + 'punya', + 'rasa', + 'rasanya', + 'rata', + 'rupanya', + 'saat', + 'saatnya', + 'saja', + 'sajalah', + 'saling', + 'sama', + 'sama-sama', + 'sambil', + 'sampai', + 'sampai-sampai', + 'sampaikan', + 'sana', + 'sangat', + 'sangatlah', + 'satu', + 'saya', + 'sayalah', + 'se', + 'sebab', + 'sebabnya', + 'sebagai', + 'sebagaimana', + 'sebagainya', + 'sebagian', + 'sebaik', + 'sebaik-baiknya', + 'sebaiknya', + 'sebaliknya', + 'sebanyak', + 'sebegini', + 'sebegitu', + 'sebelum', + 'sebelumnya', + 'sebenarnya', + 'seberapa', + 'sebesar', + 'sebetulnya', + 'sebisanya', + 'sebuah', + 'sebut', + 'sebutlah', + 'sebutnya', + 'secara', + 'secukupnya', + 'sedang', + 'sedangkan', + 'sedemikian', + 'sedikit', + 'sedikitnya', + 'seenaknya', + 'segala', + 'segalanya', + 'segera', + 'seharusnya', + 'sehingga', + 'seingat', + 'sejak', + 'sejauh', + 'sejenak', + 'sejumlah', + 'sekadar', + 'sekadarnya', + 'sekali', + 'sekali-kali', + 'sekalian', + 'sekaligus', + 'sekalipun', + 'sekarang', + 'sekarang', + 'sekecil', + 'seketika', + 'sekiranya', + 'sekitar', + 'sekitarnya', + 'sekurang-kurangnya', + 'sekurangnya', + 'sela', + 'selain', + 'selaku', + 'selalu', + 'selama', + 'selama-lamanya', + 'selamanya', + 'selanjutnya', + 'seluruh', + 'seluruhnya', + 'semacam', + 'semakin', + 'semampu', + 'semampunya', + 'semasa', + 'semasih', + 'semata', + 'semata-mata', + 'semaunya', + 'sementara', + 'semisal', + 'semisalnya', + 'sempat', + 'semua', + 'semuanya', + 'semula', + 'sendiri', + 'sendirian', + 'sendirinya', + 'seolah', + 'seolah-olah', + 'seorang', + 'sepanjang', + 'sepantasnya', + 'sepantasnyalah', + 'seperlunya', + 'seperti', + 'sepertinya', + 'sepihak', + 'sering', + 'seringnya', + 'serta', + 'serupa', + 'sesaat', + 'sesama', + 'sesampai', + 'sesegera', + 'sesekali', + 'seseorang', + 'sesuatu', + 'sesuatunya', + 'sesudah', + 'sesudahnya', + 'setelah', + 'setempat', + 'setengah', + 'seterusnya', + 'setiap', + 'setiba', + 'setibanya', + 'setidak-tidaknya', + 'setidaknya', + 'setinggi', + 'seusai', + 'sewaktu', + 'siap', + 'siapa', + 'siapakah', + 'siapapun', + 'sini', + 'sinilah', + 'soal', + 'soalnya', + 'suatu', + 'sudah', + 'sudahkah', + 'sudahlah', + 'supaya', + 'tadi', + 'tadinya', + 'tahu', + 'tahun', + 'tak', + 'tambah', + 'tambahnya', + 'tampak', + 'tampaknya', + 'tandas', + 'tandasnya', + 'tanpa', + 'tanya', + 'tanyakan', + 'tanyanya', + 'tapi', + 'tegas', + 'tegasnya', + 'telah', + 'tempat', + 'tengah', + 'tentang', + 'tentu', + 'tentulah', + 'tentunya', + 'tepat', + 'terakhir', + 'terasa', + 'terbanyak', + 'terdahulu', + 'terdapat', + 'terdiri', + 'terhadap', + 'terhadapnya', + 'teringat', + 'teringat-ingat', + 'terjadi', + 'terjadilah', + 'terjadinya', + 'terkira', + 'terlalu', + 'terlebih', + 'terlihat', + 'termasuk', + 'ternyata', + 'tersampaikan', + 'tersebut', + 'tersebutlah', + 'tertentu', + 'tertuju', + 'terus', + 'terutama', + 'tetap', + 'tetapi', + 'tiap', + 'tiba', + 'tiba-tiba', + 'tidak', + 'tidakkah', + 'tidaklah', + 'tiga', + 'tinggi', + 'toh', + 'tunjuk', + 'turut', + 'tutur', + 'tuturnya', + 'ucap', + 'ucapnya', + 'ujar', + 'ujarnya', + 'umum', + 'umumnya', + 'ungkap', + 'ungkapnya', + 'untuk', + 'usah', + 'usai', + 'waduh', + 'wah', + 'wahai', + 'waktu', + 'waktunya', + 'walau', + 'walaupun', + 'wong', + 'yaitu', + 'yakin', + 'yakni', + 'yang', +]); + +export const ITALIAN_STOPWORDS = new Set([ + 'ad', + 'al', + 'allo', + 'ai', + 'agli', + 'all', + 'agl', + 'alla', + 'alle', + 'con', + 'col', + 'coi', + 'da', + 'dal', + 'dallo', + 'dai', + 'dagli', + 'dall', + 'dagl', + 'dalla', + 'dalle', + 'di', + 'del', + 'dello', + 'dei', + 'degli', + 'dell', + 'degl', + 'della', + 'delle', + 'in', + 'nel', + 'nello', + 'nei', + 'negli', + 'nell', + 'negl', + 'nella', + 'nelle', + 'su', + 'sul', + 'sullo', + 'sui', + 'sugli', + 'sull', + 'sugl', + 'sulla', + 'sulle', + 'per', + 'tra', + 'contro', + 'io', + 'tu', + 'lui', + 'lei', + 'noi', + 'voi', + 'loro', + 'mio', + 'mia', + 'miei', + 'mie', + 'tuo', + 'tua', + 'tuoi', + 'tue', + 'suo', + 'sua', + 'suoi', + 'sue', + 'nostro', + 'nostra', + 'nostri', + 'nostre', + 'vostro', + 'vostra', + 'vostri', + 'vostre', + 'mi', + 'ti', + 'ci', + 'vi', + 'lo', + 'la', + 'li', + 'le', + 'gli', + 'ne', + 'il', + 'un', + 'uno', + 'una', + 'ma', + 'ed', + 'se', + 'perché', + 'anche', + 'come', + 'dov', + 'dove', + 'che', + 'chi', + 'cui', + 'non', + 'più', + 'quale', + 'quanto', + 'quanti', + 'quanta', + 'quante', + 'quello', + 'quelli', + 'quella', + 'quelle', + 'questo', + 'questi', + 'questa', + 'queste', + 'si', + 'tutto', + 'tutti', + 'a', + 'c', + 'e', + 'i', + 'l', + 'o', + 'ho', + 'hai', + 'ha', + 'abbiamo', + 'avete', + 'hanno', + 'abbia', + 'abbiate', + 'abbiano', + 'avrò', + 'avrai', + 'avrà', + 'avremo', + 'avrete', + 'avranno', + 'avrei', + 'avresti', + 'avrebbe', + 'avremmo', + 'avreste', + 'avrebbero', + 'avevo', + 'avevi', + 'aveva', + 'avevamo', + 'avevate', + 'avevano', + 'ebbi', + 'avesti', + 'ebbe', + 'avemmo', + 'aveste', + 'ebbero', + 'avessi', + 'avesse', + 'avessimo', + 'avessero', + 'avendo', + 'avuto', + 'avuta', + 'avuti', + 'avute', + 'sono', + 'sei', + 'è', + 'siamo', + 'siete', + 'sia', + 'siate', + 'siano', + 'sarò', + 'sarai', + 'sarà', + 'saremo', + 'sarete', + 'saranno', + 'sarei', + 'saresti', + 'sarebbe', + 'saremmo', + 'sareste', + 'sarebbero', + 'ero', + 'eri', + 'era', + 'eravamo', + 'eravate', + 'erano', + 'fui', + 'fosti', + 'fu', + 'fummo', + 'foste', + 'furono', + 'fossi', + 'fosse', + 'fossimo', + 'fossero', + 'essendo', + 'faccio', + 'fai', + 'facciamo', + 'fanno', + 'faccia', + 'facciate', + 'facciano', + 'farò', + 'farai', + 'farà', + 'faremo', + 'farete', + 'faranno', + 'farei', + 'faresti', + 'farebbe', + 'faremmo', + 'fareste', + 'farebbero', + 'facevo', + 'facevi', + 'faceva', + 'facevamo', + 'facevate', + 'facevano', + 'feci', + 'facesti', + 'fece', + 'facemmo', + 'faceste', + 'fecero', + 'facessi', + 'facesse', + 'facessimo', + 'facessero', + 'facendo', + 'sto', + 'stai', + 'sta', + 'stiamo', + 'stanno', + 'stia', + 'stiate', + 'stiano', + 'starò', + 'starai', + 'starà', + 'staremo', + 'starete', + 'staranno', + 'starei', + 'staresti', + 'starebbe', + 'staremmo', + 'stareste', + 'starebbero', + 'stavo', + 'stavi', + 'stava', + 'stavamo', + 'stavate', + 'stavano', + 'stetti', + 'stesti', + 'stette', + 'stemmo', + 'steste', + 'stettero', + 'stessi', + 'stesse', + 'stessimo', + 'stessero', + 'stando', +]); + +export const KAZAKH_STOPWORDS = new Set([ + 'ах', + 'ох', + 'эх', + 'ай', + 'эй', + 'ой', + 'тағы', + 'тағыда', + 'әрине', + 'жоқ', + 'сондай', + 'осындай', + 'осылай', + 'солай', + 'мұндай', + 'бұндай', + 'мен', + 'сен', + 'ол', + 'біз', + 'біздер', + 'олар', + 'сіз', + 'сіздер', + 'маған', + 'оған', + 'саған', + 'біздің', + 'сіздің', + 'оның', + 'бізге', + 'сізге', + 'оларға', + 'біздерге', + 'сіздерге', + 'оларға', + 'менімен', + 'сенімен', + 'онымен', + 'бізбен', + 'сізбен', + 'олармен', + 'біздермен', + 'сіздермен', + 'менің', + 'сенің', + 'біздің', + 'сіздің', + 'оның', + 'біздердің', + 'сіздердің', + 'олардың', + 'маған', + 'саған', + 'оған', + 'менен', + 'сенен', + 'одан', + 'бізден', + 'сізден', + 'олардан', + 'біздерден', + 'сіздерден', + 'олардан', + 'айтпақшы', + 'сонымен', + 'сондықтан', + 'бұл', + 'осы', + 'сол', + 'анау', + 'мынау', + 'сонау', + 'осынау', + 'ана', + 'мына', + 'сона', + 'әні', + 'міне', + 'өй', + 'үйт', + 'бүйт', + 'біреу', + 'кейбіреу', + 'кейбір', + 'қайсыбір', + 'әрбір', + 'бірнеше', + 'бірдеме', + 'бірнеше', + 'әркім', + 'әрне', + 'әрқайсы', + 'әрқалай', + 'әлдекім', + 'әлдене', + 'әлдеқайдан', + 'әлденеше', + 'әлдеқалай', + 'әлдеқашан', + 'алдақашан', + 'еш', + 'ешкім', + 'ешбір', + 'ештеме', + 'дәнеңе', + 'ешқашан', + 'ешқандай', + 'ешқайсы', + 'емес', + 'бәрі', + 'барлық', + 'барша', + 'бар', + 'күллі', + 'бүкіл', + 'түгел', + 'өз', + 'өзім', + 'өзің', + 'өзінің', + 'өзіме', + 'өзіне', + 'өзімнің', + 'өзі', + 'өзге', + 'менде', + 'сенде', + 'онда', + 'менен', + 'сенен\tонан', + 'одан', + 'ау', + 'па', + 'ей', + 'әй', + 'е', + 'уа', + 'уау', + 'уай', + 'я', + 'пай', + 'ә', + 'о', + 'оһо', + 'ой', + 'ие', + 'аһа', + 'ау', + 'беу', + 'мәссаған', + 'бәрекелді', + 'әттегенай', + 'жаракімалла', + 'масқарай', + 'астапыралла', + 'япырмай', + 'ойпырмай', + 'кәне', + 'кәнеки', + 'ал', + 'әйда', + 'кәні', + 'міне', + 'әні', + 'сорап', + 'қош-қош', + 'пфша', + 'пішә', + 'құрау-құрау', + 'шәйт', + 'шек', + 'моһ', + 'тәк', + 'құрау', + 'құр', + 'кә', + 'кәһ', + 'күшім', + 'күшім', + 'мышы', + 'пырс', + 'әукім', + 'алақай', + 'паһ-паһ', + 'бәрекелді', + 'ура', + 'әттең', + 'әттеген-ай', + 'қап', + 'түге', + 'пішту', + 'шіркін', + 'алатау', + 'пай-пай', + 'үшін', + 'сайын', + 'сияқты', + 'туралы', + 'арқылы', + 'бойы', + 'бойымен', + 'шамалы', + 'шақты', + 'қаралы', + 'ғұрлы', + 'ғұрлым', + 'шейін', + 'дейін', + 'қарай', + 'таман', + 'салым', + 'тарта', + 'жуық', + 'таяу', + 'гөрі', + 'бері', + 'кейін', + 'соң', + 'бұрын', + 'бетер', + 'қатар', + 'бірге', + 'қоса', + 'арс', + 'гүрс', + 'дүрс', + 'қорс', + 'тарс', + 'тырс', + 'ырс', + 'барқ', + 'борт', + 'күрт', + 'кірт', + 'морт', + 'сарт', + 'шырт', + 'дүңк', + 'күңк', + 'қыңқ', + 'мыңқ', + 'маңқ', + 'саңқ', + 'шаңқ', + 'шіңк', + 'сыңқ', + 'таңқ', + 'тыңқ', + 'ыңқ', + 'болп', + 'былп', + 'жалп', + 'желп', + 'қолп', + 'ірк', + 'ырқ', + 'сарт-сұрт', + 'тарс-тұрс', + 'арс-ұрс', + 'жалт-жалт', + 'жалт-жұлт', + 'қалт-қалт', + 'қалт-құлт', + 'қаңқ-қаңқ', + 'қаңқ-құңқ', + 'шаңқ-шаңқ', + 'шаңқ-шұңқ', + 'арбаң-арбаң', + 'бүгжең-бүгжең', + 'арсалаң-арсалаң', + 'ербелең-ербелең', + 'батыр-бұтыр', + 'далаң-далаң', + 'тарбаң-тарбаң', + 'қызараң-қызараң', + 'қаңғыр-күңгір', + 'қайқаң-құйқаң', + 'митың-митың', + 'салаң-сұлаң', + 'ыржың-тыржың', + 'бірақ', + 'алайда', + 'дегенмен', + 'әйтпесе', + 'әйткенмен', + 'себебі', + 'өйткені', + 'сондықтан', + 'үшін', + 'сайын', + 'сияқты', + 'туралы', + 'арқылы', + 'бойы', + 'бойымен', + 'шамалы', + 'шақты', + 'қаралы', + 'ғұрлы', + 'ғұрлым', + 'гөрі', + 'бері', + 'кейін', + 'соң', + 'бұрын', + 'бетер', + 'қатар', + 'бірге', + 'қоса', + 'шейін', + 'дейін', + 'қарай', + 'таман', + 'салым', + 'тарта', + 'жуық', + 'таяу', + 'арнайы', + 'осындай', + 'ғана', + 'қана', + 'тек', + 'әншейін', +]); + +export const NEPALI_STOPWORDS = new Set([ + 'छ', + 'र', + 'पनि', + 'छन्', + 'लागि', + 'भएको', + 'गरेको', + 'भने', + 'गर्न', + 'गर्ने', + 'हो', + 'तथा', + 'यो', + 'रहेको', + 'उनले', + 'थियो', + 'हुने', + 'गरेका', + 'थिए', + 'गर्दै', + 'तर', + 'नै', + 'को', + 'मा', + 'हुन्', + 'भन्ने', + 'हुन', + 'गरी', + 'त', + 'हुन्छ', + 'अब', + 'के', + 'रहेका', + 'गरेर', + 'छैन', + 'दिए', + 'भए', + 'यस', + 'ले', + 'गर्नु', + 'औं', + 'सो', + 'त्यो', + 'कि', + 'जुन', + 'यी', + 'का', + 'गरि', + 'ती', + 'न', + 'छु', + 'छौं', + 'लाई', + 'नि', + 'उप', + 'अक्सर', + 'आदि', + 'कसरी', + 'क्रमशः', + 'चाले', + 'अगाडी', + 'अझै', + 'अनुसार', + 'अन्तर्गत', + 'अन्य', + 'अन्यत्र', + 'अन्यथा', + 'अरु', + 'अरुलाई', + 'अर्को', + 'अर्थात', + 'अर्थात्', + 'अलग', + 'आए', + 'आजको', + 'ओठ', + 'आत्म', + 'आफू', + 'आफूलाई', + 'आफ्नै', + 'आफ्नो', + 'आयो', + 'उदाहरण', + 'उनको', + 'उहालाई', + 'एउटै', + 'एक', + 'एकदम', + 'कतै', + 'कम से कम', + 'कसै', + 'कसैले', + 'कहाँबाट', + 'कहिलेकाहीं', + 'का', + 'किन', + 'किनभने', + 'कुनै', + 'कुरा', + 'कृपया', + 'केही', + 'कोही', + 'गए', + 'गरौं', + 'गर्छ', + 'गर्छु', + 'गर्नुपर्छ', + 'गयौ', + 'गैर', + 'चार', + 'चाहनुहुन्छ', + 'चाहन्छु', + 'चाहिए', + 'छू', + 'जताततै', + 'जब', + 'जबकि', + 'जसको', + 'जसबाट', + 'जसमा', + 'जसलाई', + 'जसले', + 'जस्तै', + 'जस्तो', + 'जस्तोसुकै', + 'जहाँ', + 'जान', + 'जाहिर', + 'जे', + 'जो', + 'ठीक', + 'तत्काल', + 'तदनुसार', + 'तपाईको', + 'तपाई', + 'पर्याप्त', + 'पहिले', + 'पहिलो', + 'पहिल्यै', + 'पाँच', + 'पाँचौं', + 'तल', + 'तापनी', + 'तिनी', + 'तिनीहरू', + 'तिनीहरुको', + 'तिनिहरुलाई', + 'तिमी', + 'तिर', + 'तीन', + 'तुरुन्तै', + 'तेस्रो', + 'तेस्कारण', + 'पूर्व', + 'प्रति', + 'प्रतेक', + 'प्लस', + 'फेरी', + 'बने', + 'त्सपछि', + 'त्सैले', + 'त्यहाँ', + 'थिएन', + 'दिनुभएको', + 'दिनुहुन्छ', + 'दुई', + 'देखि', + 'बरु', + 'बारे', + 'बाहिर', + 'देखिन्छ', + 'देखियो', + 'देखे', + 'देखेको', + 'देखेर', + 'दोस्रो', + 'धेरै', + 'नजिकै', + 'नत्र', + 'नयाँ', + 'निम्ति', + 'बाहेक', + 'बीच', + 'बीचमा', + 'भन', + 'निम्न', + 'निम्नानुसार', + 'निर्दिष्ट', + 'नौ', + 'पक्का', + 'पक्कै', + 'पछि', + 'पछिल्लो', + 'पटक', + 'पर्छ', + 'पर्थ्यो', + 'भन्छन्', + 'भन्', + 'भन्छु', + 'भन्दा', + 'भन्नुभयो', + 'भर', + 'भित्र', + 'भित्री', + 'म', + 'मलाई', + 'मात्र', + 'माथि', + 'मुख्य', + 'मेरो', + 'यति', + 'यथोचित', + 'यदि', + 'यद्यपि', + 'यसको', + 'यसपछि', + 'यसबाहेक', + 'यसरी', + 'यसो', + 'यस्तो', + 'यहाँ', + 'यहाँसम्म', + 'या', + 'रही', + 'राखे', + 'राख्छ', + 'राम्रो', + 'रूप', + 'लगभग', + 'वरीपरी', + 'वास्तवमा', + 'बिरुद्ध', + 'बिशेष', + 'सायद', + 'शायद', + 'संग', + 'संगै', + 'सक्छ', + 'सट्टा', + 'सधै', + 'सबै', + 'सबैलाई', + 'समय', + 'सम्भव', + 'सम्म', + 'सही', + 'साँच्चै', + 'सात', + 'साथ', + 'साथै', + 'सारा', + 'सोही', + 'स्पष्ट', + 'हरे', + 'हरेक', +]); + +export const NORWEGIAN_STOPWORDS = new Set([ + 'og', + 'i', + 'jeg', + 'det', + 'at', + 'en', + 'et', + 'den', + 'til', + 'er', + 'som', + 'på', + 'de', + 'med', + 'han', + 'av', + 'ikke', + 'ikkje', + 'der', + 'så', + 'var', + 'meg', + 'seg', + 'men', + 'ett', + 'har', + 'om', + 'vi', + 'min', + 'mitt', + 'ha', + 'hadde', + 'hun', + 'nå', + 'over', + 'da', + 'ved', + 'fra', + 'du', + 'ut', + 'sin', + 'dem', + 'oss', + 'opp', + 'man', + 'kan', + 'hans', + 'hvor', + 'eller', + 'hva', + 'skal', + 'selv', + 'sjøl', + 'her', + 'alle', + 'vil', + 'bli', + 'ble', + 'blei', + 'blitt', + 'kunne', + 'inn', + 'når', + 'være', + 'kom', + 'noen', + 'noe', + 'ville', + 'dere', + 'som', + 'deres', + 'kun', + 'ja', + 'etter', + 'ned', + 'skulle', + 'denne', + 'for', + 'deg', + 'si', + 'sine', + 'sitt', + 'mot', + 'å', + 'meget', + 'hvorfor', + 'dette', + 'disse', + 'uten', + 'hvordan', + 'ingen', + 'din', + 'ditt', + 'blir', + 'samme', + 'hvilken', + 'hvilke', + 'sånn', + 'inni', + 'mellom', + 'vår', + 'hver', + 'hvem', + 'vors', + 'hvis', + 'både', + 'bare', + 'enn', + 'fordi', + 'før', + 'mange', + 'også', + 'slik', + 'vært', + 'være', + 'båe', + 'begge', + 'siden', + 'dykk', + 'dykkar', + 'dei', + 'deira', + 'deires', + 'deim', + 'di', + 'då', + 'eg', + 'ein', + 'eit', + 'eitt', + 'elles', + 'honom', + 'hjå', + 'ho', + 'hoe', + 'henne', + 'hennar', + 'hennes', + 'hoss', + 'hossen', + 'ikkje', + 'ingi', + 'inkje', + 'korleis', + 'korso', + 'kva', + 'kvar', + 'kvarhelst', + 'kven', + 'kvi', + 'kvifor', + 'me', + 'medan', + 'mi', + 'mine', + 'mykje', + 'no', + 'nokon', + 'noka', + 'nokor', + 'noko', + 'nokre', + 'si', + 'sia', + 'sidan', + 'so', + 'somt', + 'somme', + 'um', + 'upp', + 'vere', + 'vore', + 'verte', + 'vort', + 'varte', + 'vart', +]); + +export const PORTUGUESE_STOPWORDS = new Set([ + 'a', + 'à', + 'ao', + 'aos', + 'aquela', + 'aquelas', + 'aquele', + 'aqueles', + 'aquilo', + 'as', + 'às', + 'até', + 'com', + 'como', + 'da', + 'das', + 'de', + 'dela', + 'delas', + 'dele', + 'deles', + 'depois', + 'do', + 'dos', + 'e', + 'é', + 'ela', + 'elas', + 'ele', + 'eles', + 'em', + 'entre', + 'era', + 'eram', + 'éramos', + 'essa', + 'essas', + 'esse', + 'esses', + 'esta', + 'está', + 'estamos', + 'estão', + 'estar', + 'estas', + 'estava', + 'estavam', + 'estávamos', + 'este', + 'esteja', + 'estejam', + 'estejamos', + 'estes', + 'esteve', + 'estive', + 'estivemos', + 'estiver', + 'estivera', + 'estiveram', + 'estivéramos', + 'estiverem', + 'estivermos', + 'estivesse', + 'estivessem', + 'estivéssemos', + 'estou', + 'eu', + 'foi', + 'fomos', + 'for', + 'fora', + 'foram', + 'fôramos', + 'forem', + 'formos', + 'fosse', + 'fossem', + 'fôssemos', + 'fui', + 'há', + 'haja', + 'hajam', + 'hajamos', + 'hão', + 'havemos', + 'haver', + 'hei', + 'houve', + 'houvemos', + 'houver', + 'houvera', + 'houverá', + 'houveram', + 'houvéramos', + 'houverão', + 'houverei', + 'houverem', + 'houveremos', + 'houveria', + 'houveriam', + 'houveríamos', + 'houvermos', + 'houvesse', + 'houvessem', + 'houvéssemos', + 'isso', + 'isto', + 'já', + 'lhe', + 'lhes', + 'mais', + 'mas', + 'me', + 'mesmo', + 'meu', + 'meus', + 'minha', + 'minhas', + 'muito', + 'na', + 'não', + 'nas', + 'nem', + 'no', + 'nos', + 'nós', + 'nossa', + 'nossas', + 'nosso', + 'nossos', + 'num', + 'numa', + 'o', + 'os', + 'ou', + 'para', + 'pela', + 'pelas', + 'pelo', + 'pelos', + 'por', + 'qual', + 'quando', + 'que', + 'quem', + 'são', + 'se', + 'seja', + 'sejam', + 'sejamos', + 'sem', + 'ser', + 'será', + 'serão', + 'serei', + 'seremos', + 'seria', + 'seriam', + 'seríamos', + 'seu', + 'seus', + 'só', + 'somos', + 'sou', + 'sua', + 'suas', + 'também', + 'te', + 'tem', + 'tém', + 'temos', + 'tenha', + 'tenham', + 'tenhamos', + 'tenho', + 'terá', + 'terão', + 'terei', + 'teremos', + 'teria', + 'teriam', + 'teríamos', + 'teu', + 'teus', + 'teve', + 'tinha', + 'tinham', + 'tínhamos', + 'tive', + 'tivemos', + 'tiver', + 'tivera', + 'tiveram', + 'tivéramos', + 'tiverem', + 'tivermos', + 'tivesse', + 'tivessem', + 'tivéssemos', + 'tu', + 'tua', + 'tuas', + 'um', + 'uma', + 'você', + 'vocês', + 'vos', +]); + +export const ROMANIAN_STOPWORDS = new Set([ + 'a', + 'abia', + 'acea', + 'aceasta', + 'această', + 'aceea', + 'aceeasi', + 'acei', + 'aceia', + 'acel', + 'acela', + 'acelasi', + 'acele', + 'acelea', + 'acest', + 'acesta', + 'aceste', + 'acestea', + 'acestei', + 'acestia', + 'acestui', + 'aceşti', + 'aceştia', + 'adica', + 'ai', + 'aia', + 'aibă', + 'aici', + 'al', + 'ala', + 'ale', + 'alea', + 'alt', + 'alta', + 'altceva', + 'altcineva', + 'alte', + 'altfel', + 'alti', + 'altii', + 'altul', + 'am', + 'anume', + 'apoi', + 'ar', + 'are', + 'as', + 'asa', + 'asta', + 'astea', + 'astfel', + 'asupra', + 'atare', + 'atat', + 'atata', + 'atatea', + 'atatia', + 'ati', + 'atit', + 'atita', + 'atitea', + 'atitia', + 'atunci', + 'au', + 'avea', + 'avem', + 'aveţi', + 'avut', + 'aş', + 'aţi', + 'ba', + 'ca', + 'cam', + 'cand', + 'care', + 'careia', + 'carora', + 'caruia', + 'cat', + 'catre', + 'ce', + 'cea', + 'ceea', + 'cei', + 'ceilalti', + 'cel', + 'cele', + 'celor', + 'ceva', + 'chiar', + 'ci', + 'cind', + 'cine', + 'cineva', + 'cit', + 'cita', + 'cite', + 'citeva', + 'citi', + 'citiva', + 'cu', + 'cui', + 'cum', + 'cumva', + 'cât', + 'câte', + 'câtva', + 'câţi', + 'cînd', + 'cît', + 'cîte', + 'cîtva', + 'cîţi', + 'că', + 'căci', + 'cărei', + 'căror', + 'cărui', + 'către', + 'da', + 'daca', + 'dacă', + 'dar', + 'dat', + 'dată', + 'dau', + 'de', + 'deasupra', + 'deci', + 'decit', + 'deja', + 'desi', + 'despre', + 'deşi', + 'din', + 'dintr', + 'dintr-', + 'dintre', + 'doar', + 'doi', + 'doilea', + 'două', + 'drept', + 'dupa', + 'după', + 'dă', + 'e', + 'ea', + 'ei', + 'el', + 'ele', + 'era', + 'eram', + 'este', + 'eu', + 'eşti', + 'face', + 'fara', + 'fata', + 'fel', + 'fi', + 'fie', + 'fiecare', + 'fii', + 'fim', + 'fiu', + 'fiţi', + 'foarte', + 'fost', + 'fără', + 'i', + 'ia', + 'iar', + 'ii', + 'il', + 'imi', + 'in', + 'inainte', + 'inapoi', + 'inca', + 'incit', + 'insa', + 'intr', + 'intre', + 'isi', + 'iti', + 'la', + 'le', + 'li', + 'lor', + 'lui', + 'lângă', + 'lîngă', + 'm', + 'ma', + 'mai', + 'mea', + 'mei', + 'mele', + 'mereu', + 'meu', + 'mi', + 'mie', + 'mine', + 'mod', + 'mult', + 'multa', + 'multe', + 'multi', + 'multă', + 'mulţi', + 'mâine', + 'mîine', + 'mă', + 'ne', + 'ni', + 'nici', + 'nimeni', + 'nimic', + 'niste', + 'nişte', + 'noastre', + 'noastră', + 'noi', + 'nostri', + 'nostru', + 'nou', + 'noua', + 'nouă', + 'noştri', + 'nu', + 'numai', + 'o', + 'or', + 'ori', + 'oricare', + 'orice', + 'oricine', + 'oricum', + 'oricând', + 'oricât', + 'oricînd', + 'oricît', + 'oriunde', + 'pai', + 'parca', + 'patra', + 'patru', + 'pe', + 'pentru', + 'peste', + 'pic', + 'pina', + 'poate', + 'pot', + 'prea', + 'prima', + 'primul', + 'prin', + 'printr-', + 'putini', + 'puţin', + 'puţina', + 'puţină', + 'până', + 'pînă', + 'sa', + 'sa-mi', + 'sa-ti', + 'sai', + 'sale', + 'sau', + 'se', + 'si', + 'sint', + 'sintem', + 'spate', + 'spre', + 'sub', + 'sunt', + 'suntem', + 'sunteţi', + 'sus', + 'să', + 'săi', + 'său', + 't', + 'ta', + 'tale', + 'te', + 'ti', + 'tine', + 'toata', + 'toate', + 'toată', + 'tocmai', + 'tot', + 'toti', + 'totul', + 'totusi', + 'totuşi', + 'toţi', + 'trei', + 'treia', + 'treilea', + 'tu', + 'tuturor', + 'tăi', + 'tău', + 'u', + 'ul', + 'ului', + 'un', + 'una', + 'unde', + 'undeva', + 'unei', + 'uneia', + 'unele', + 'uneori', + 'unii', + 'unor', + 'unora', + 'unu', + 'unui', + 'unuia', + 'unul', + 'v', + 'va', + 'vi', + 'voastre', + 'voastră', + 'voi', + 'vom', + 'vor', + 'vostru', + 'vouă', + 'voştri', + 'vreo', + 'vreun', + 'vă', + 'zi', + 'zice', + 'îi', + 'îl', + 'îmi', + 'în', + 'îţi', + 'ăla', + 'ălea', + 'ăsta', + 'ăstea', + 'ăştia', + 'şi', + 'ţi', + 'ţie', +]); + +export const RUSSIAN_STOPWORDS = new Set([ + 'и', + 'в', + 'во', + 'не', + 'что', + 'он', + 'на', + 'я', + 'с', + 'со', + 'как', + 'а', + 'то', + 'все', + 'она', + 'так', + 'его', + 'но', + 'да', + 'ты', + 'к', + 'у', + 'же', + 'вы', + 'за', + 'бы', + 'по', + 'только', + 'ее', + 'мне', + 'было', + 'вот', + 'от', + 'меня', + 'еще', + 'нет', + 'о', + 'из', + 'ему', + 'теперь', + 'когда', + 'даже', + 'ну', + 'вдруг', + 'ли', + 'если', + 'уже', + 'или', + 'ни', + 'быть', + 'был', + 'него', + 'до', + 'вас', + 'нибудь', + 'опять', + 'уж', + 'вам', + 'ведь', + 'там', + 'потом', + 'себя', + 'ничего', + 'ей', + 'может', + 'они', + 'тут', + 'где', + 'есть', + 'надо', + 'ней', + 'для', + 'мы', + 'тебя', + 'их', + 'чем', + 'была', + 'сам', + 'чтоб', + 'без', + 'будто', + 'чего', + 'раз', + 'тоже', + 'себе', + 'под', + 'будет', + 'ж', + 'тогда', + 'кто', + 'этот', + 'того', + 'потому', + 'этого', + 'какой', + 'совсем', + 'ним', + 'здесь', + 'этом', + 'один', + 'почти', + 'мой', + 'тем', + 'чтобы', + 'нее', + 'сейчас', + 'были', + 'куда', + 'зачем', + 'всех', + 'никогда', + 'можно', + 'при', + 'наконец', + 'два', + 'об', + 'другой', + 'хоть', + 'после', + 'над', + 'больше', + 'тот', + 'через', + 'эти', + 'нас', + 'про', + 'всего', + 'них', + 'какая', + 'много', + 'разве', + 'три', + 'эту', + 'моя', + 'впрочем', + 'хорошо', + 'свою', + 'этой', + 'перед', + 'иногда', + 'лучше', + 'чуть', + 'том', + 'нельзя', + 'такой', + 'им', + 'более', + 'всегда', + 'конечно', + 'всю', + 'между', +]); + +export const SLOVENE_STOPWORDS = new Set([ + 'ali', + 'ampak', + 'bodisi', + 'in', + 'kajti', + 'marveč', + 'namreč', + 'ne', + 'niti', + 'oziroma', + 'pa', + 'saj', + 'sicer', + 'temveč', + 'ter', + 'toda', + 'torej', + 'vendar', + 'vendarle', + 'zakaj', + 'če', + 'čeprav', + 'čeravno', + 'četudi', + 'čim', + 'da', + 'kadar', + 'kakor', + 'ker', + 'ki', + 'ko', + 'kot', + 'naj', + 'najsi', + 'odkar', + 'preden', + 'dve', + 'dvema', + 'dveh', + 'šest', + 'šestdeset', + 'šestindvajset', + 'šestintrideset', + 'šestnajst', + 'šeststo', + 'štiri', + 'štirideset', + 'štiriindvajset', + 'štirinajst', + 'štiristo', + 'deset', + 'devet', + 'devetdeset', + 'devetintrideset', + 'devetnajst', + 'devetsto', + 'dvainšestdeset', + 'dvaindvajset', + 'dvajset', + 'dvanajst', + 'dvesto', + 'enaindvajset', + 'enaintrideset', + 'enajst', + 'nič', + 'osem', + 'osemdeset', + 'oseminštirideset', + 'osemindevetdeset', + 'osemnajst', + 'pet', + 'petdeset', + 'petinštirideset', + 'petindevetdeset', + 'petindvajset', + 'petinosemdeset', + 'petinpetdeset', + 'petinsedemdeset', + 'petintrideset', + 'petnajst', + 'petsto', + 'sedem', + 'sedemdeset', + 'sedeminšestdeset', + 'sedemindvajset', + 'sedeminpetdeset', + 'sedemnajst', + 'sedemsto', + 'sto', + 'tisoč', + 'tri', + 'trideset', + 'triinšestdeset', + 'triindvajset', + 'triinpetdeset', + 'trinajst', + 'tristo', + 'šestdesetim', + 'šestim', + 'šestindvajsetim', + 'šestintridesetim', + 'šestnajstim', + 'šeststotim', + 'štiridesetim', + 'štiriindvajsetim', + 'štirim', + 'štirinajstim', + 'štiristotim', + 'desetim', + 'devetdesetim', + 'devetim', + 'devetintridesetim', + 'devetnajstim', + 'devetstotim', + 'dvainšestdesetim', + 'dvaindvajsetim', + 'dvajsetim', + 'dvanajstim', + 'dvestotim', + 'enaindvajsetim', + 'enaintridesetim', + 'enajstim', + 'osemdesetim', + 'oseminštiridesetim', + 'osemindevetdesetim', + 'osemnajstim', + 'osmim', + 'petdesetim', + 'petim', + 'petinštiridesetim', + 'petindevetdesetim', + 'petindvajsetim', + 'petinosemdesetim', + 'petinpetdesetim', + 'petinsedemdesetim', + 'petintridesetim', + 'petnajstim', + 'petstotim', + 'sedemdesetim', + 'sedeminšestdesetim', + 'sedemindvajsetim', + 'sedeminpetdesetim', + 'sedemnajstim', + 'sedemstotim', + 'sedmim', + 'stotim', + 'tisočim', + 'trem', + 'tridesetim', + 'triinšestdesetim', + 'triindvajsetim', + 'triinpetdesetim', + 'trinajstim', + 'tristotim', + 'šestdesetih', + 'šestih', + 'šestindvajsetih', + 'šestintridesetih', + 'šestnajstih', + 'šeststotih', + 'štiridesetih', + 'štirih', + 'štiriindvajsetih', + 'štirinajstih', + 'štiristotih', + 'desetih', + 'devetdesetih', + 'devetih', + 'devetintridesetih', + 'devetnajstih', + 'devetstotih', + 'dvainšestdesetih', + 'dvaindvajsetih', + 'dvajsetih', + 'dvanajstih', + 'dvestotih', + 'enaindvajsetih', + 'enaintridesetih', + 'enajstih', + 'osemdesetih', + 'oseminštiridesetih', + 'osemindevetdesetih', + 'osemnajstih', + 'osmih', + 'petdesetih', + 'petih', + 'petinštiridesetih', + 'petindevetdesetih', + 'petindvajsetih', + 'petinosemdesetih', + 'petinpetdesetih', + 'petinsedemdesetih', + 'petintridesetih', + 'petnajstih', + 'petstotih', + 'sedemdesetih', + 'sedeminšestdesetih', + 'sedemindvajsetih', + 'sedeminpetdesetih', + 'sedemnajstih', + 'sedemstotih', + 'sedmih', + 'stotih', + 'tisočih', + 'treh', + 'tridesetih', + 'triinšestdesetih', + 'triindvajsetih', + 'triinpetdesetih', + 'trinajstih', + 'tristotih', + 'šestdesetimi', + 'šestimi', + 'šestindvajsetimi', + 'šestintridesetimi', + 'šestnajstimi', + 'šeststotimi', + 'štiridesetimi', + 'štiriindvajsetimi', + 'štirimi', + 'štirinajstimi', + 'štiristotimi', + 'desetimi', + 'devetdesetimi', + 'devetimi', + 'devetintridesetimi', + 'devetnajstimi', + 'devetstotimi', + 'dvainšestdesetimi', + 'dvaindvajsetimi', + 'dvajsetimi', + 'dvanajstimi', + 'dvestotimi', + 'enaindvajsetimi', + 'enaintridesetimi', + 'enajstimi', + 'osemdesetimi', + 'oseminštiridesetimi', + 'osemindevetdesetimi', + 'osemnajstimi', + 'osmimi', + 'petdesetimi', + 'petimi', + 'petinštiridesetimi', + 'petindevetdesetimi', + 'petindvajsetimi', + 'petinosemdesetimi', + 'petinpetdesetimi', + 'petinsedemdesetimi', + 'petintridesetimi', + 'petnajstimi', + 'petstotimi', + 'sedemdesetimi', + 'sedeminšestdesetimi', + 'sedemindvajsetimi', + 'sedeminpetdesetimi', + 'sedemnajstimi', + 'sedemstotimi', + 'sedmimi', + 'stotimi', + 'tisočimi', + 'tremi', + 'tridesetimi', + 'triinšestdesetimi', + 'triindvajsetimi', + 'triinpetdesetimi', + 'trinajstimi', + 'tristotimi', + 'eno', + 'eni', + 'ene', + 'ena', + 'dva', + 'štirje', + 'trije', + 'en', + 'enega', + 'enemu', + 'enim', + 'enem', + 'eden', + 'dvojni', + 'trojni', + 'dvojnima', + 'trojnima', + 'dvojnih', + 'trojnih', + 'dvojne', + 'trojne', + 'dvojnim', + 'trojnim', + 'dvojnimi', + 'trojnimi', + 'dvojno', + 'trojno', + 'dvojna', + 'trojna', + 'dvojnega', + 'trojnega', + 'dvojen', + 'trojen', + 'dvojnemu', + 'trojnemu', + 'dvojnem', + 'trojnem', + 'četrti', + 'šestdeseti', + 'šesti', + 'šestnajsti', + 'štirideseti', + 'štiriindvajseti', + 'štirinajsti', + 'deseti', + 'devetdeseti', + 'deveti', + 'devetnajsti', + 'drugi', + 'dvaindevetdeseti', + 'dvajseti', + 'dvanajsti', + 'dvestoti', + 'enaindvajseti', + 'enajsti', + 'osemdeseti', + 'osemnajsti', + 'osmi', + 'petdeseti', + 'peti', + 'petinštirideseti', + 'petindvajseti', + 'petinosemdeseti', + 'petintrideseti', + 'petnajsti', + 'prvi', + 'sedemdeseti', + 'sedemindvajseti', + 'sedemnajsti', + 'sedmi', + 'stoti', + 'tisoči', + 'tretji', + 'trideseti', + 'triindvajseti', + 'triintrideseti', + 'trinajsti', + 'tristoti', + 'četrtima', + 'šestdesetima', + 'šestima', + 'šestnajstima', + 'štiridesetima', + 'štiriindvajsetima', + 'štirinajstima', + 'desetima', + 'devetdesetima', + 'devetima', + 'devetnajstima', + 'drugima', + 'dvaindevetdesetima', + 'dvajsetima', + 'dvanajstima', + 'dvestotima', + 'enaindvajsetima', + 'enajstima', + 'osemdesetima', + 'osemnajstima', + 'osmima', + 'petdesetima', + 'petima', + 'petinštiridesetima', + 'petindvajsetima', + 'petinosemdesetima', + 'petintridesetima', + 'petnajstima', + 'prvima', + 'sedemdesetima', + 'sedemindvajsetima', + 'sedemnajstima', + 'sedmima', + 'stotima', + 'tisočima', + 'tretjima', + 'tridesetima', + 'triindvajsetima', + 'triintridesetima', + 'trinajstima', + 'tristotima', + 'četrtih', + 'drugih', + 'dvaindevetdesetih', + 'prvih', + 'tretjih', + 'triintridesetih', + 'četrte', + 'šestdesete', + 'šeste', + 'šestnajste', + 'štiridesete', + 'štiriindvajsete', + 'štirinajste', + 'desete', + 'devetdesete', + 'devete', + 'devetnajste', + 'druge', + 'dvaindevetdesete', + 'dvajsete', + 'dvanajste', + 'dvestote', + 'enaindvajsete', + 'enajste', + 'osemdesete', + 'osemnajste', + 'osme', + 'petdesete', + 'pete', + 'petinštiridesete', + 'petindvajsete', + 'petinosemdesete', + 'petintridesete', + 'petnajste', + 'prve', + 'sedemdesete', + 'sedemindvajsete', + 'sedemnajste', + 'sedme', + 'stote', + 'tisoče', + 'tretje', + 'tridesete', + 'triindvajsete', + 'triintridesete', + 'trinajste', + 'tristote', + 'četrtim', + 'drugim', + 'dvaindevetdesetim', + 'prvim', + 'tretjim', + 'triintridesetim', + 'četrtimi', + 'drugimi', + 'dvaindevetdesetimi', + 'prvimi', + 'tretjimi', + 'triintridesetimi', + 'četrto', + 'šestdeseto', + 'šestnajsto', + 'šesto', + 'štirideseto', + 'štiriindvajseto', + 'štirinajsto', + 'deseto', + 'devetdeseto', + 'devetnajsto', + 'deveto', + 'drugo', + 'dvaindevetdeseto', + 'dvajseto', + 'dvanajsto', + 'dvestoto', + 'enaindvajseto', + 'enajsto', + 'osemdeseto', + 'osemnajsto', + 'osmo', + 'petdeseto', + 'petinštirideseto', + 'petindvajseto', + 'petinosemdeseto', + 'petintrideseto', + 'petnajsto', + 'peto', + 'prvo', + 'sedemdeseto', + 'sedemindvajseto', + 'sedemnajsto', + 'sedmo', + 'stoto', + 'tisočo', + 'tretjo', + 'trideseto', + 'triindvajseto', + 'triintrideseto', + 'trinajsto', + 'tristoto', + 'četrta', + 'šesta', + 'šestdeseta', + 'šestnajsta', + 'štirideseta', + 'štiriindvajseta', + 'štirinajsta', + 'deseta', + 'deveta', + 'devetdeseta', + 'devetnajsta', + 'druga', + 'dvaindevetdeseta', + 'dvajseta', + 'dvanajsta', + 'dvestota', + 'enaindvajseta', + 'enajsta', + 'osemdeseta', + 'osemnajsta', + 'osma', + 'peta', + 'petdeseta', + 'petinštirideseta', + 'petindvajseta', + 'petinosemdeseta', + 'petintrideseta', + 'petnajsta', + 'prva', + 'sedemdeseta', + 'sedemindvajseta', + 'sedemnajsta', + 'sedma', + 'stota', + 'tisoča', + 'tretja', + 'trideseta', + 'triindvajseta', + 'triintrideseta', + 'trinajsta', + 'tristota', + 'četrtega', + 'šestdesetega', + 'šestega', + 'šestnajstega', + 'štiridesetega', + 'štiriindvajsetega', + 'štirinajstega', + 'desetega', + 'devetdesetega', + 'devetega', + 'devetnajstega', + 'drugega', + 'dvaindevetdesetega', + 'dvajsetega', + 'dvanajstega', + 'dvestotega', + 'enaindvajsetega', + 'enajstega', + 'osemdesetega', + 'osemnajstega', + 'osmega', + 'petdesetega', + 'petega', + 'petinštiridesetega', + 'petindvajsetega', + 'petinosemdesetega', + 'petintridesetega', + 'petnajstega', + 'prvega', + 'sedemdesetega', + 'sedemindvajsetega', + 'sedemnajstega', + 'sedmega', + 'stotega', + 'tisočega', + 'tretjega', + 'tridesetega', + 'triindvajsetega', + 'triintridesetega', + 'trinajstega', + 'tristotega', + 'četrtemu', + 'šestdesetemu', + 'šestemu', + 'šestnajstemu', + 'štiridesetemu', + 'štiriindvajsetemu', + 'štirinajstemu', + 'desetemu', + 'devetdesetemu', + 'devetemu', + 'devetnajstemu', + 'drugemu', + 'dvaindevetdesetemu', + 'dvajsetemu', + 'dvanajstemu', + 'dvestotemu', + 'enaindvajsetemu', + 'enajstemu', + 'osemdesetemu', + 'osemnajstemu', + 'osmemu', + 'petdesetemu', + 'petemu', + 'petinštiridesetemu', + 'petindvajsetemu', + 'petinosemdesetemu', + 'petintridesetemu', + 'petnajstemu', + 'prvemu', + 'sedemdesetemu', + 'sedemindvajsetemu', + 'sedemnajstemu', + 'sedmemu', + 'stotemu', + 'tisočemu', + 'tretjemu', + 'tridesetemu', + 'triindvajsetemu', + 'triintridesetemu', + 'trinajstemu', + 'tristotemu', + 'četrtem', + 'šestdesetem', + 'šestem', + 'šestnajstem', + 'štiridesetem', + 'štiriindvajsetem', + 'štirinajstem', + 'desetem', + 'devetdesetem', + 'devetem', + 'devetnajstem', + 'drugem', + 'dvaindevetdesetem', + 'dvajsetem', + 'dvanajstem', + 'dvestotem', + 'enaindvajsetem', + 'enajstem', + 'osemdesetem', + 'osemnajstem', + 'osmem', + 'petdesetem', + 'petem', + 'petinštiridesetem', + 'petindvajsetem', + 'petinosemdesetem', + 'petintridesetem', + 'petnajstem', + 'prvem', + 'sedemdesetem', + 'sedemindvajsetem', + 'sedemnajstem', + 'sedmem', + 'stotem', + 'tisočem', + 'tretjem', + 'tridesetem', + 'triindvajsetem', + 'triintridesetem', + 'trinajstem', + 'tristotem', + 'deseteri', + 'dvakratni', + 'dvoji', + 'enkratni', + 'peteri', + 'stoteri', + 'tisočeri', + 'trikratni', + 'troji', + 'deseterima', + 'dvakratnima', + 'dvojima', + 'enkratnima', + 'peterima', + 'stoterima', + 'tisočerima', + 'trikratnima', + 'trojima', + 'deseterih', + 'dvakratnih', + 'dvojih', + 'enkratnih', + 'peterih', + 'stoterih', + 'tisočerih', + 'trikratnih', + 'trojih', + 'desetere', + 'dvakratne', + 'dvoje', + 'enkratne', + 'petere', + 'stotere', + 'tisočere', + 'trikratne', + 'troje', + 'deseterim', + 'dvakratnim', + 'dvojim', + 'enkratnim', + 'peterim', + 'stoterim', + 'tisočerim', + 'trikratnim', + 'trojim', + 'deseterimi', + 'dvakratnimi', + 'dvojimi', + 'enkratnimi', + 'peterimi', + 'stoterimi', + 'tisočerimi', + 'trikratnimi', + 'trojimi', + 'desetero', + 'dvakratno', + 'dvojo', + 'enkratno', + 'petero', + 'stotero', + 'tisočero', + 'trikratno', + 'trojo', + 'desetera', + 'dvakratna', + 'dvoja', + 'enkratna', + 'petera', + 'stotera', + 'tisočera', + 'trikratna', + 'troja', + 'deseterega', + 'dvakratnega', + 'dvojega', + 'enkratnega', + 'peterega', + 'stoterega', + 'tisočerega', + 'trikratnega', + 'trojega', + 'deseter', + 'dvakraten', + 'dvoj', + 'enkraten', + 'peter', + 'stoter', + 'tisočer', + 'trikraten', + 'troj', + 'deseteremu', + 'dvakratnemu', + 'dvojemu', + 'enkratnemu', + 'peteremu', + 'stoteremu', + 'tisočeremu', + 'trikratnemu', + 'trojemu', + 'deseterem', + 'dvakratnem', + 'dvojem', + 'enkratnem', + 'peterem', + 'stoterem', + 'tisočerem', + 'trikratnem', + 'trojem', + 'le-onega', + 'le-tega', + 'le-tistega', + 'le-toliko', + 'onega', + 'tega', + 'tistega', + 'toliko', + 'le-oni', + 'le-takšni', + 'le-taki', + 'le-te', + 'le-ti', + 'le-tisti', + 'oni', + 'takšni', + 'taki', + 'te', + 'ti', + 'tisti', + 'le-onima', + 'le-takšnima', + 'le-takima', + 'le-tema', + 'le-tistima', + 'onima', + 'takšnima', + 'takima', + 'tema', + 'tistima', + 'le-onih', + 'le-takšnih', + 'le-takih', + 'le-teh', + 'le-tistih', + 'onih', + 'takšnih', + 'takih', + 'teh', + 'tistih', + 'le-one', + 'le-takšne', + 'le-take', + 'le-tiste', + 'one', + 'takšne', + 'take', + 'tiste', + 'le-onim', + 'le-takšnim', + 'le-takim', + 'le-tem', + 'le-tistim', + 'onim', + 'takšnim', + 'takim', + 'tem', + 'tistim', + 'le-onimi', + 'le-takšnimi', + 'le-takimi', + 'le-temi', + 'le-tistimi', + 'onimi', + 'takšnimi', + 'takimi', + 'temi', + 'tistimi', + 'le-ono', + 'le-takšno', + 'le-tako', + 'le-tisto', + 'le-to', + 'ono', + 'takšno', + 'tako', + 'tisto', + 'to', + 'le-tej', + 'tej', + 'le-ona', + 'le-ta', + 'le-takšna', + 'le-taka', + 'le-tista', + 'ona', + 'ta', + 'takšna', + 'taka', + 'tista', + 'le-tak', + 'le-takšen', + 'tak', + 'takšen', + 'le-takšnega', + 'le-takega', + 'takšnega', + 'takega', + 'le-onemu', + 'le-takšnemu', + 'le-takemu', + 'le-temu', + 'le-tistemu', + 'onemu', + 'takšnemu', + 'takemu', + 'temu', + 'temuintemu', + 'tistemu', + 'le-onem', + 'le-takšnem', + 'le-takem', + 'le-tistem', + 'onem', + 'takšnem', + 'takem', + 'tistem', + 'vsakogar', + 'vsakomur', + 'vsakomer', + 'vsakdo', + 'obe', + 'vsaki', + 'vsakršni', + 'vsi', + 'obema', + 'vsakima', + 'vsakršnima', + 'vsema', + 'obeh', + 'vsakih', + 'vsakršnih', + 'vseh', + 'vsake', + 'vsakršne', + 'vse', + 'vsakim', + 'vsakršnim', + 'vsem', + 'vsakimi', + 'vsakršnimi', + 'vsemi', + 'vsako', + 'vsakršno', + 'vso', + 'vsej', + 'vsa', + 'vsaka', + 'vsakršna', + 'oba', + 'ves', + 'vsak', + 'vsakršen', + 'vsakega', + 'vsakršnega', + 'vsega', + 'vsakemu', + 'vsakršnemu', + 'vsemu', + 'vsakem', + 'vsakršnem', + 'enako', + 'istega', + 'koliko', + 'mnogo', + 'nekoga', + 'nekoliko', + 'precej', + 'kaj', + 'koga', + 'marsikaj', + 'marsikoga', + 'nekaj', + 'čemu', + 'komu', + 'marsičemu', + 'marsikomu', + 'nečemu', + 'nekomu', + 'česa', + 'marsičesa', + 'nečesa', + 'kom', + 'marsičim', + 'marsikom', + 'nečim', + 'nekom', + 'čem', + 'marsičem', + 'nečem', + 'kdo', + 'marsikdo', + 'nekdo', + 'čigavi', + 'drugačni', + 'enaki', + 'isti', + 'kakšni', + 'kaki', + 'kakršnikoli', + 'kateri', + 'katerikoli', + 'kolikšni', + 'koliki', + 'marsikateri', + 'nekakšni', + 'nekaki', + 'nekateri', + 'neki', + 'takile', + 'tele', + 'tile', + 'tolikšni', + 'toliki', + 'čigavima', + 'drugačnima', + 'enakima', + 'enima', + 'istima', + 'kakšnima', + 'kakima', + 'kakršnimakoli', + 'katerima', + 'katerimakoli', + 'kolikšnima', + 'kolikima', + 'marsikaterima', + 'nekakšnima', + 'nekakima', + 'nekaterima', + 'nekima', + 'takimale', + 'temale', + 'tolikšnima', + 'tolikima', + 'čigavih', + 'drugačnih', + 'enakih', + 'enih', + 'istih', + 'kakšnih', + 'kakih', + 'kakršnihkoli', + 'katerih', + 'katerihkoli', + 'kolikšnih', + 'kolikih', + 'marsikaterih', + 'nekakšnih', + 'nekakih', + 'nekaterih', + 'nekih', + 'takihle', + 'tehle', + 'tolikšnih', + 'tolikih', + 'čigave', + 'drugačne', + 'enake', + 'iste', + 'kakšne', + 'kake', + 'kakršnekoli', + 'katere', + 'katerekoli', + 'kolikšne', + 'kolike', + 'marsikatere', + 'nekakšne', + 'nekake', + 'nekatere', + 'neke', + 'takele', + 'tolikšne', + 'tolike', + 'čigavim', + 'drugačnim', + 'enakim', + 'istim', + 'kakšnim', + 'kakim', + 'kakršnimkoli', + 'katerim', + 'katerimkoli', + 'kolikšnim', + 'kolikim', + 'marsikaterim', + 'nekakšnim', + 'nekakim', + 'nekaterim', + 'nekim', + 'takimle', + 'temle', + 'tolikšnim', + 'tolikim', + 'čigavimi', + 'drugačnimi', + 'enakimi', + 'enimi', + 'istimi', + 'kakšnimi', + 'kakimi', + 'kakršnimikoli', + 'katerimi', + 'katerimikoli', + 'kolikšnimi', + 'kolikimi', + 'marsikaterimi', + 'nekakšnimi', + 'nekakimi', + 'nekaterimi', + 'nekimi', + 'takimile', + 'temile', + 'tolikšnimi', + 'tolikimi', + 'čigavo', + 'drugačno', + 'isto', + 'kakšno', + 'kako', + 'kakršnokoli', + 'katero', + 'katerokoli', + 'kolikšno', + 'marsikatero', + 'nekakšno', + 'nekako', + 'nekatero', + 'neko', + 'takole', + 'tole', + 'tolikšno', + 'tejle', + 'čigava', + 'drugačna', + 'enaka', + 'ista', + 'kakšna', + 'kaka', + 'kakršnakoli', + 'katera', + 'katerakoli', + 'kolikšna', + 'kolika', + 'marsikatera', + 'neka', + 'nekakšna', + 'nekaka', + 'nekatera', + 'takale', + 'tale', + 'tolikšna', + 'tolika', + 'čigav', + 'drug', + 'drugačen', + 'enak', + 'kak', + 'kakšen', + 'kakršenkoli', + 'kakršnegakoli', + 'kateregakoli', + 'kolik', + 'kolikšen', + 'nek', + 'nekak', + 'nekakšen', + 'takegale', + 'takle', + 'tegale', + 'tolik', + 'tolikšen', + 'čigavega', + 'drugačnega', + 'enakega', + 'kakšnega', + 'kakega', + 'katerega', + 'kolikšnega', + 'kolikega', + 'marsikaterega', + 'nekakšnega', + 'nekakega', + 'nekaterega', + 'nekega', + 'tolikšnega', + 'tolikega', + 'čigavemu', + 'drugačnemu', + 'enakemu', + 'istemu', + 'kakšnemu', + 'kakemu', + 'kakršnemukoli', + 'kateremu', + 'kateremukoli', + 'kolikšnemu', + 'kolikemu', + 'marsikateremu', + 'nekakšnemu', + 'nekakemu', + 'nekateremu', + 'nekemu', + 'takemule', + 'temule', + 'tolikšnemu', + 'tolikemu', + 'čigavem', + 'drugačnem', + 'enakem', + 'istem', + 'kakšnem', + 'kakem', + 'kakršnemkoli', + 'katerem', + 'kateremkoli', + 'kolikšnem', + 'kolikem', + 'marsikaterem', + 'nekakšnem', + 'nekakem', + 'nekaterem', + 'nekem', + 'takemle', + 'tolikšnem', + 'tolikem', + 'naju', + 'nama', + 'midva', + 'nas', + 'nam', + 'nami', + 'mi', + 'mene', + 'me', + 'meni', + 'mano', + 'menoj', + 'jaz', + 'vaju', + 'vama', + 'vidva', + 'vas', + 'vam', + 'vami', + 'vi', + 'tebe', + 'tebi', + 'tabo', + 'teboj', + 'njiju', + 'jih', + 'ju', + 'njima', + 'jima', + 'onedve', + 'onidve', + 'nje', + 'njih', + 'njim', + 'jim', + 'njimi', + 'njo', + 'jo', + 'njej', + 'nji', + 'ji', + 'je', + 'onadva', + 'njega', + 'ga', + 'njemu', + 'mu', + 'njem', + 'on', + 'čigar', + 'kolikor', + 'kar', + 'karkoli', + 'kogar', + 'kogarkoli', + 'čemur', + 'čemurkoli', + 'komur', + 'komurkoli', + 'česar', + 'česarkoli', + 'čimer', + 'čimerkoli', + 'komer', + 'komerkoli', + 'čemer', + 'čemerkoli', + 'kdor', + 'kdorkoli', + 'kakršni', + 'kakršnima', + 'kakršnih', + 'kakršne', + 'kakršnim', + 'kakršnimi', + 'kakršno', + 'kakršna', + 'kakršen', + 'kakršnega', + 'kakršnemu', + 'kakršnem', + 'najini', + 'naši', + 'moji', + 'najinima', + 'našima', + 'mojima', + 'najinih', + 'naših', + 'mojih', + 'najine', + 'naše', + 'moje', + 'najinim', + 'našim', + 'mojim', + 'najinimi', + 'našimi', + 'mojimi', + 'najino', + 'našo', + 'mojo', + 'najina', + 'naša', + 'moja', + 'najin', + 'najinega', + 'naš', + 'našega', + 'moj', + 'mojega', + 'najinemu', + 'našemu', + 'mojemu', + 'najinem', + 'našem', + 'mojem', + 'vajini', + 'vaši', + 'tvoji', + 'vajinima', + 'vašima', + 'tvojima', + 'vajinih', + 'vaših', + 'tvojih', + 'vajine', + 'vaše', + 'tvoje', + 'vajinim', + 'vašim', + 'tvojim', + 'vajinimi', + 'vašimi', + 'tvojimi', + 'vajino', + 'vašo', + 'tvojo', + 'vajina', + 'vaša', + 'tvoja', + 'vajin', + 'vajinega', + 'vaš', + 'vašega', + 'tvoj', + 'tvojega', + 'vajinemu', + 'vašemu', + 'tvojemu', + 'vajinem', + 'vašem', + 'tvojem', + 'njuni', + 'njihovi', + 'njeni', + 'njegovi', + 'njunima', + 'njihovima', + 'njenima', + 'njegovima', + 'njunih', + 'njihovih', + 'njenih', + 'njegovih', + 'njune', + 'njihove', + 'njene', + 'njegove', + 'njunim', + 'njihovim', + 'njenim', + 'njegovim', + 'njunimi', + 'njihovimi', + 'njenimi', + 'njegovimi', + 'njuno', + 'njihovo', + 'njeno', + 'njegovo', + 'njuna', + 'njihova', + 'njena', + 'njegova', + 'njun', + 'njunega', + 'njihov', + 'njihovega', + 'njen', + 'njenega', + 'njegov', + 'njegovega', + 'njunemu', + 'njihovemu', + 'njenemu', + 'njegovemu', + 'njunem', + 'njihovem', + 'njenem', + 'njegovem', + 'se', + 'si', + 'sebe', + 'sebi', + 'sabo', + 'seboj', + 'svoji', + 'svojima', + 'svojih', + 'svoje', + 'svojim', + 'svojimi', + 'svojo', + 'svoja', + 'svoj', + 'svojega', + 'svojemu', + 'svojem', + 'nikogar', + 'noben', + 'ničemur', + 'nikomur', + 'ničesar', + 'ničimer', + 'nikomer', + 'ničemer', + 'nihče', + 'nikakršni', + 'nobeni', + 'nikakršnima', + 'nobenima', + 'nikakršnih', + 'nobenih', + 'nikakršne', + 'nobene', + 'nikakršnim', + 'nobenim', + 'nikakršnimi', + 'nobenimi', + 'nikakršno', + 'nobeno', + 'nikakršna', + 'nobena', + 'nikakršen', + 'nikakršnega', + 'nobenega', + 'nikakršnemu', + 'nobenemu', + 'nikakršnem', + 'nobenem', + 'še', + 'šele', + 'žal', + 'že', + 'baje', + 'bojda', + 'bržčas', + 'bržkone', + 'celo', + 'dobesedno', + 'domala', + 'edinole', + 'gotovo', + 'itak', + 'ja', + 'kajne', + 'kajpada', + 'kajpak', + 'koli', + 'komaj', + 'le', + 'malone', + 'mar', + 'menda', + 'morda', + 'morebiti', + 'nadvse', + 'najbrž', + 'nemara', + 'nerad', + 'neradi', + 'nikar', + 'pač', + 'pogodu', + 'prav', + 'pravzaprav', + 'predvsem', + 'preprosto', + 'rad', + 'rada', + 'rade', + 'radi', + 'ravno', + 'res', + 'resda', + 'samo', + 'seveda', + 'skoraj', + 'skorajda', + 'spet', + 'sploh', + 'tudi', + 'všeč', + 'verjetno', + 'vnovič', + 'vred', + 'vsaj', + 'zadosti', + 'zapored', + 'zares', + 'zgolj', + 'zlasti', + 'zopet', + 'čezenj', + 'čeznje', + 'mednje', + 'mednju', + 'medse', + 'nadenj', + 'nadme', + 'nadnje', + 'name', + 'nanj', + 'nanje', + 'nanjo', + 'nanju', + 'nase', + 'nate', + 'obenj', + 'podnjo', + 'pome', + 'ponj', + 'ponje', + 'ponjo', + 'pote', + 'predenj', + 'predme', + 'prednje', + 'predse', + 'skozenj', + 'skoznje', + 'skoznjo', + 'skozte', + 'vame', + 'vanj', + 'vanje', + 'vanjo', + 'vanju', + 'vase', + 'vate', + 'zame', + 'zanj', + 'zanje', + 'zanjo', + 'zanju', + 'zase', + 'zate', + 'čez', + 'med', + 'na', + 'nad', + 'ob', + 'po', + 'pod', + 'pred', + 'raz', + 'skoz', + 'skozi', + 'v', + 'za', + 'zoper', + 'h', + 'k', + 'kljub', + 'nasproti', + 'navkljub', + 'navzlic', + 'proti', + 'ž', + 'blizu', + 'brez', + 'dno', + 'do', + 'iz', + 'izmed', + 'iznad', + 'izpod', + 'izpred', + 'izven', + 'izza', + 'krog', + 'mimo', + 'namesto', + 'naokoli', + 'naproti', + 'od', + 'okoli', + 'okrog', + 'onkraj', + 'onstran', + 'poleg', + 'povrh', + 'povrhu', + 'prek', + 'preko', + 'razen', + 's', + 'spod', + 'spričo', + 'sredi', + 'vštric', + 'vpričo', + 'vrh', + 'vrhu', + 'vzdolž', + 'z', + 'zaradi', + 'zavoljo', + 'zraven', + 'zunaj', + 'o', + 'pri', + 'bi', + 'bova', + 'bomo', + 'bom', + 'bosta', + 'boste', + 'boš', + 'bodo', + 'bojo', + 'bo', + 'sva', + 'nisva', + 'smo', + 'nismo', + 'sem', + 'nisem', + 'sta', + 'nista', + 'ste', + 'niste', + 'nisi', + 'so', + 'niso', + 'ni', + 'bodiva', + 'bodimo', + 'bodita', + 'bodite', + 'bodi', + 'biti', + 'bili', + 'bila', + 'bile', + 'bil', + 'bilo', + 'želiva', + 'dovoliva', + 'hočeva', + 'marava', + 'morava', + 'moreva', + 'smeva', + 'zmoreva', + 'nočeva', + 'želimo', + 'dovolimo', + 'hočemo', + 'maramo', + 'moramo', + 'moremo', + 'smemo', + 'zmoremo', + 'nočemo', + 'želim', + 'dovolim', + 'hočem', + 'maram', + 'moram', + 'morem', + 'smem', + 'zmorem', + 'nočem', + 'želita', + 'dovolita', + 'hočeta', + 'marata', + 'morata', + 'moreta', + 'smeta', + 'zmoreta', + 'nočeta', + 'želite', + 'dovolite', + 'hočete', + 'marate', + 'morate', + 'morete', + 'smete', + 'zmorete', + 'nočete', + 'želiš', + 'dovoliš', + 'hočeš', + 'maraš', + 'moraš', + 'moreš', + 'smeš', + 'zmoreš', + 'nočeš', + 'želijo', + 'dovolijo', + 'hočejo', + 'marajo', + 'morajo', + 'morejo', + 'smejo', + 'zmorejo', + 'nočejo', + 'želi', + 'dovoli', + 'hoče', + 'mara', + 'mora', + 'more', + 'sme', + 'zmore', + 'noče', + 'hotiva', + 'marajva', + 'hotimo', + 'marajmo', + 'hotita', + 'marajta', + 'hotite', + 'marajte', + 'hoti', + 'maraj', + 'želeti', + 'dovoliti', + 'hoteti', + 'marati', + 'moči', + 'morati', + 'smeti', + 'zmoči', + 'želeni', + 'dovoljeni', + 'želena', + 'dovoljena', + 'želene', + 'dovoljene', + 'želen', + 'dovoljen', + 'želeno', + 'dovoljeno', + 'želeli', + 'dovolili', + 'hoteli', + 'marali', + 'mogli', + 'morali', + 'smeli', + 'zmogli', + 'želela', + 'dovolila', + 'hotela', + 'marala', + 'mogla', + 'morala', + 'smela', + 'zmogla', + 'želele', + 'dovolile', + 'hotele', + 'marale', + 'mogle', + 'morale', + 'smele', + 'zmogle', + 'želel', + 'dovolil', + 'hotel', + 'maral', + 'mogel', + 'moral', + 'smel', + 'zmogel', + 'želelo', + 'dovolilo', + 'hotelo', + 'maralo', + 'moglo', + 'moralo', + 'smelo', + 'zmogl', +]); + +export const SPANISH_STOPWORDS = new Set([ + 'de', + 'la', + 'que', + 'el', + 'en', + 'y', + 'a', + 'los', + 'del', + 'se', + 'las', + 'por', + 'un', + 'para', + 'con', + 'no', + 'una', + 'su', + 'al', + 'lo', + 'como', + 'más', + 'pero', + 'sus', + 'le', + 'ya', + 'o', + 'este', + 'sí', + 'porque', + 'esta', + 'entre', + 'cuando', + 'muy', + 'sin', + 'sobre', + 'también', + 'me', + 'hasta', + 'hay', + 'donde', + 'quien', + 'desde', + 'todo', + 'nos', + 'durante', + 'todos', + 'uno', + 'les', + 'ni', + 'contra', + 'otros', + 'ese', + 'eso', + 'ante', + 'ellos', + 'e', + 'esto', + 'mí', + 'antes', + 'algunos', + 'qué', + 'unos', + 'yo', + 'otro', + 'otras', + 'otra', + 'él', + 'tanto', + 'esa', + 'estos', + 'mucho', + 'quienes', + 'nada', + 'muchos', + 'cual', + 'poco', + 'ella', + 'estar', + 'estas', + 'algunas', + 'algo', + 'nosotros', + 'mi', + 'mis', + 'tú', + 'te', + 'ti', + 'tu', + 'tus', + 'ellas', + 'nosotras', + 'vosotros', + 'vosotras', + 'os', + 'mío', + 'mía', + 'míos', + 'mías', + 'tuyo', + 'tuya', + 'tuyos', + 'tuyas', + 'suyo', + 'suya', + 'suyos', + 'suyas', + 'nuestro', + 'nuestra', + 'nuestros', + 'nuestras', + 'vuestro', + 'vuestra', + 'vuestros', + 'vuestras', + 'esos', + 'esas', + 'estoy', + 'estás', + 'está', + 'estamos', + 'estáis', + 'están', + 'esté', + 'estés', + 'estemos', + 'estéis', + 'estén', + 'estaré', + 'estarás', + 'estará', + 'estaremos', + 'estaréis', + 'estarán', + 'estaría', + 'estarías', + 'estaríamos', + 'estaríais', + 'estarían', + 'estaba', + 'estabas', + 'estábamos', + 'estabais', + 'estaban', + 'estuve', + 'estuviste', + 'estuvo', + 'estuvimos', + 'estuvisteis', + 'estuvieron', + 'estuviera', + 'estuvieras', + 'estuviéramos', + 'estuvierais', + 'estuvieran', + 'estuviese', + 'estuvieses', + 'estuviésemos', + 'estuvieseis', + 'estuviesen', + 'estando', + 'estado', + 'estada', + 'estados', + 'estadas', + 'estad', + 'he', + 'has', + 'ha', + 'hemos', + 'habéis', + 'han', + 'haya', + 'hayas', + 'hayamos', + 'hayáis', + 'hayan', + 'habré', + 'habrás', + 'habrá', + 'habremos', + 'habréis', + 'habrán', + 'habría', + 'habrías', + 'habríamos', + 'habríais', + 'habrían', + 'había', + 'habías', + 'habíamos', + 'habíais', + 'habían', + 'hube', + 'hubiste', + 'hubo', + 'hubimos', + 'hubisteis', + 'hubieron', + 'hubiera', + 'hubieras', + 'hubiéramos', + 'hubierais', + 'hubieran', + 'hubiese', + 'hubieses', + 'hubiésemos', + 'hubieseis', + 'hubiesen', + 'habiendo', + 'habido', + 'habida', + 'habidos', + 'habidas', + 'soy', + 'eres', + 'es', + 'somos', + 'sois', + 'son', + 'sea', + 'seas', + 'seamos', + 'seáis', + 'sean', + 'seré', + 'serás', + 'será', + 'seremos', + 'seréis', + 'serán', + 'sería', + 'serías', + 'seríamos', + 'seríais', + 'serían', + 'era', + 'eras', + 'éramos', + 'erais', + 'eran', + 'fui', + 'fuiste', + 'fue', + 'fuimos', + 'fuisteis', + 'fueron', + 'fuera', + 'fueras', + 'fuéramos', + 'fuerais', + 'fueran', + 'fuese', + 'fueses', + 'fuésemos', + 'fueseis', + 'fuesen', + 'sintiendo', + 'sentido', + 'sentida', + 'sentidos', + 'sentidas', + 'siente', + 'sentid', + 'tengo', + 'tienes', + 'tiene', + 'tenemos', + 'tenéis', + 'tienen', + 'tenga', + 'tengas', + 'tengamos', + 'tengáis', + 'tengan', + 'tendré', + 'tendrás', + 'tendrá', + 'tendremos', + 'tendréis', + 'tendrán', + 'tendría', + 'tendrías', + 'tendríamos', + 'tendríais', + 'tendrían', + 'tenía', + 'tenías', + 'teníamos', + 'teníais', + 'tenían', + 'tuve', + 'tuviste', + 'tuvo', + 'tuvimos', + 'tuvisteis', + 'tuvieron', + 'tuviera', + 'tuvieras', + 'tuviéramos', + 'tuvierais', + 'tuvieran', + 'tuviese', + 'tuvieses', + 'tuviésemos', + 'tuvieseis', + 'tuviesen', + 'teniendo', + 'tenido', + 'tenida', + 'tenidos', + 'tenidas', + 'tened', +]); + +export const SWEDISH_STOPWORDS = new Set([ + 'och', + 'det', + 'att', + 'i', + 'en', + 'jag', + 'hon', + 'som', + 'han', + 'på', + 'den', + 'med', + 'var', + 'sig', + 'för', + 'så', + 'till', + 'är', + 'men', + 'ett', + 'om', + 'hade', + 'de', + 'av', + 'icke', + 'mig', + 'du', + 'henne', + 'då', + 'sin', + 'nu', + 'har', + 'inte', + 'hans', + 'honom', + 'skulle', + 'hennes', + 'där', + 'min', + 'man', + 'ej', + 'vid', + 'kunde', + 'något', + 'från', + 'ut', + 'när', + 'efter', + 'upp', + 'vi', + 'dem', + 'vara', + 'vad', + 'över', + 'än', + 'dig', + 'kan', + 'sina', + 'här', + 'ha', + 'mot', + 'alla', + 'under', + 'någon', + 'eller', + 'allt', + 'mycket', + 'sedan', + 'ju', + 'denna', + 'själv', + 'detta', + 'åt', + 'utan', + 'varit', + 'hur', + 'ingen', + 'mitt', + 'ni', + 'bli', + 'blev', + 'oss', + 'din', + 'dessa', + 'några', + 'deras', + 'blir', + 'mina', + 'samma', + 'vilken', + 'er', + 'sådan', + 'vår', + 'blivit', + 'dess', + 'inom', + 'mellan', + 'sådant', + 'varför', + 'varje', + 'vilka', + 'ditt', + 'vem', + 'vilket', + 'sitta', + 'sådana', + 'vart', + 'dina', + 'vars', + 'vårt', + 'våra', + 'ert', + 'era', + 'vilkas', +]); + +export const TAJIK_STOPWORDS = new Set([ + 'аз', + 'дар', + 'ба', + 'бо', + 'барои', + 'бе', + 'то', + 'ҷуз', + 'пеши', + 'назди', + 'рӯйи', + 'болои', + 'паси', + 'ғайри', + 'ҳамон', + 'ҳамоно', + 'инҷониб', + 'замон', + 'замоно', + 'эътиборан', + 'пеш', + 'қабл', + 'дида', + 'сар карда', + 'агар', + 'агар ки', + 'валекин', + 'ки', + 'лекин', + 'аммо', + 'вале', + 'балки', + 'ва', + 'ҳарчанд', + 'чунки', + 'зеро', + 'зеро ки', + 'вақте ки', + 'то вақте ки', + 'барои он ки', + 'бо нияти он ки', + 'лекин ва ҳол он ки', + 'ё', + 'ё ин ки', + 'бе он ки', + 'дар ҳолате ки', + 'то даме ки', + 'баъд аз он ки', + 'даме ки', + 'ба тразе ки', + 'аз баҳри он ки', + 'гар', + 'ар', + 'ба шарте', + 'азбаски', + 'модоме ки', + 'агар чи', + 'гарчанде ки', + 'бо вуҷуди он ки', + 'гӯё', + 'аз-баски', + 'чун-ки', + 'агар-чанд', + 'агар-чи', + 'гар-чи', + 'то ки', + 'чунон ки', + 'то даме ки', + 'ҳар қадар ки', + 'магар', + 'оё', + 'наход', + 'ҳатто', + 'ҳам', + 'бале', + 'оре', + 'хуб', + 'хуш', + 'хайр', + 'не', + 'на', + 'мана', + 'э', + 'фақат', + 'танҳо', + 'кошки', + 'мабодо', + 'ҳтимол', + 'ана ҳамин', + 'наход ки', + 'ҳатто ки', + 'аз афташ', + 'майлаш куя', + 'ана', + 'ҳа', + 'канӣ', + 'гӯё ки', + 'ҳо ана', + 'на ин ки', + 'ваҳ', + 'ҳой', + 'и', + 'а', + 'о', + 'эҳ', + 'ҳе', + 'ҳу', + 'аҳа', + 'оҳе', + 'уҳа', + 'ҳм', + 'нм', + 'оббо', + 'ӯббо', + 'ҳой-ҳой', + 'вой-вой', + 'ту-ту', + 'ҳмм', + 'эҳа', + 'тавба', + 'ӯҳӯ', + 'аҷабо', + 'ало', + 'аё', + 'ой', + 'ӯим', + 'ором', + 'хом?ш', + 'ҳай-ҳай', + 'бай-бай', + 'аз', + 'он', + 'баъд', + 'азбаски', + 'ӯ', + 'ҳангоми', + 'чӣ', + 'кадом', + 'ин', + 'ҷо', + 'ҳам', + 'ё ки', + 'бояд', + 'аст', + 'чанд', + 'ҳар', + 'бар', + 'чаро ки', + 'агар', + 'то кӣ', + 'бинобар', + 'бинобар ин', + 'ҳаргиз', + 'асло', + 'нахот', + 'нахот ки', + 'кошкӣ', + 'шояд', + 'шояд ки', + 'охир', + 'аз рӯи', + 'аз рӯйи', + 'рӯ', +]); + +export const TURKISH_STOPWORDS = new Set([ + 'acaba', + 'ama', + 'aslında', + 'az', + 'bazı', + 'belki', + 'biri', + 'birkaç', + 'birşey', + 'biz', + 'bu', + 'çok', + 'çünkü', + 'da', + 'daha', + 'de', + 'defa', + 'diye', + 'eğer', + 'en', + 'gibi', + 'hem', + 'hep', + 'hepsi', + 'her', + 'hiç', + 'için', + 'ile', + 'ise', + 'kez', + 'ki', + 'kim', + 'mı', + 'mu', + 'mü', + 'nasıl', + 'ne', + 'neden', + 'nerde', + 'nerede', + 'nereye', + 'niçin', + 'niye', + 'o', + 'sanki', + 'şey', + 'siz', + 'şu', + 'tüm', + 've', + 'veya', + 'ya', + 'yani', +]); export const STOPWORDS = new Set([ + ...ARABIC_STOPWORDS, + ...AZERBAIJANI_STOPWORDS, + ...BASQUE_STOPWORDS, + ...BENGALI_STOPWORDS, + ...CATALAN_STOPWORDS, + ...CHINESE_STOPWORDS, + ...DANISH_STOPWORDS, + ...DUTCH_STOPWORDS, ...ENGLISH_STOPWORDS, + ...FINNISH_STOPWORDS, ...FRENCH_STOPWORDS, ...GERMAN_STOPWORDS, + ...GREEK_STOPWORDS, + ...HEBREW_STOPWORDS, + ...HINGLISH_STOPWORDS, + ...HUNGARIAN_STOPWORDS, + ...INDONESIAN_STOPWORDS, ...ITALIAN_STOPWORDS, + ...KAZAKH_STOPWORDS, + ...NEPALI_STOPWORDS, + ...NORWEGIAN_STOPWORDS, + ...PORTUGUESE_STOPWORDS, + ...ROMANIAN_STOPWORDS, + ...RUSSIAN_STOPWORDS, + ...SLOVENE_STOPWORDS, ...SPANISH_STOPWORDS, + ...SWEDISH_STOPWORDS, + ...TAJIK_STOPWORDS, + ...TURKISH_STOPWORDS, ]); From 6e116cf40652f8958dcb12b765b15a2650295a7c Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Fri, 9 Aug 2024 22:20:59 +0200 Subject: [PATCH 29/70] feat: tokenization --- src/app/shared/interfaces.shared.ts | 61 ++++++++++++++++------ src/app/shared/utils.shared.ts | 80 ++++++++++++++++------------- 2 files changed, 90 insertions(+), 51 deletions(-) diff --git a/src/app/shared/interfaces.shared.ts b/src/app/shared/interfaces.shared.ts index 56fba92..0df9cd5 100644 --- a/src/app/shared/interfaces.shared.ts +++ b/src/app/shared/interfaces.shared.ts @@ -1,49 +1,80 @@ +/** + * Represents a token extracted from a text document. + */ +export interface Token { + /** + * The text of the token. + */ + text: string; + + /** + * Maybe the assigned topic of the token. + */ + topic?: number; +} + /** * Represents a text document. */ export interface TextDocument { /** - * Name of the document. + * UUID of the text document. + */ + id: string; + + /** + * Name of the text document. */ name: string; /** - * Text content of the document. + * Content of the text document. */ text: string; /** * List of tokens extracted from the document. */ - tokens: string[]; + tokens: Token[]; + + /** + * Maybe topic counts for the document. + */ + topicCounts?: number[]; } /** - * Represents the features extracted from a corpus of text documents. + * Text corpus containing a list of text documents and the vocabulary size. */ -export interface Features { +export interface TextCorpus { /** - * Ordered list of unique words in the corpus. + * List of text documents. */ - vocabulary: string[]; + textDocuments: TextDocument[]; /** - * Mapping of document names to word counts. + * Number of unique tokens in the corpus. */ - documents: Map>; + vocabSize: number; } /** - * Trained topic model. + * Parameters for the topic model. */ -export interface TopicModel { +export interface TopicModelOptions { /** - * Distribution of topics for each document. + * Number of topics. */ - documentTopicDistribution: number[][]; + numTopics: number; /** - * Distribution of words for each topic. + * Number of iterations to run the Gibbs sampler. */ - topicWordDistribution: number[][]; + numIterations: number; } + +export interface Topic { + id: number; + words: string[]; + weights: number[]; +} \ No newline at end of file diff --git a/src/app/shared/utils.shared.ts b/src/app/shared/utils.shared.ts index 163de49..6e62732 100644 --- a/src/app/shared/utils.shared.ts +++ b/src/app/shared/utils.shared.ts @@ -1,4 +1,4 @@ -import { TextDocument } from './interfaces.shared'; +import { TextDocument, Token } from './interfaces.shared'; import { STOPWORDS } from './stopwords.shared'; import { BagOfWords } from './types.shared'; @@ -6,9 +6,17 @@ import { BagOfWords } from './types.shared'; * Splits a text into tokens. */ export function tokenizeText(text: string): string[] { - return text.match(/\b\w\w+\b/g) || []; + return text.match(/\p{L}+\p{P}?\p{L}+/ug) || []; } +/** + * Gets the tokens from a text. + */ +export function getTokens(text: string): Token[] { + return tokenizeText(text.toLocaleLowerCase()).map((token) => ({ text: token })); +} + + /** * Gets the most common words in a vocabulary. */ @@ -23,58 +31,58 @@ export function getMostCommonWords(counts: Map, n: number = 10): /** * Extracts the vocabulary (a map from token to ID) from a corpus of text documents. * - * @note Also filters out stopwords, single character tokens and hapax legomena. + * @note Also filters out stopwords, the 10 most common words, single character tokens and hapax legomena. */ -export function extractVocabulary(corpus: TextDocument[]): Map { +export function getVocabulary(textDocuments: TextDocument[]): Set { const counts = new Map(); - for (const document of corpus) { - for (const token of document.tokens.filter((token) => token.length > 1 && !STOPWORDS.has(token))) { - counts.set(token, (counts.get(token) || 0) + 1); + for (const textDocument of textDocuments) { + for (const token of textDocument.tokens) { + counts.set(token.text, (counts.get(token.text) || 0) + 1); } } + const vocabulary = new Set(); const mostCommonWords = getMostCommonWords(counts); - const vocabulary = new Map(); for (const [token, count] of counts.entries()) { - if (count > 1 && !mostCommonWords.has(token)) { - vocabulary.set(token, vocabulary.size); + // To be included in the vocabulary, a token must: + // - occur more than once, + // - have more than one character, + // - not be a stopword, and + // - not be one of the most common words + if (count > 1 && token.length > 1 && !STOPWORDS.has(token) && !mostCommonWords.has(token)) { + vocabulary.add(token); } } return vocabulary; } -/** - * Gets the bag-of-words representation of a corpus of text documents. - */ -export function getBagOfWords(corpus: TextDocument[], vocabulary: Map): BagOfWords[] { - const bagOfWords: BagOfWords[] = []; - - for (const document of corpus) { - const counts = new Map(); - for (const token of document.tokens) { - const tokenId = vocabulary.get(token); - if (tokenId) { - counts.set(tokenId, (counts.get(tokenId) || 0) + 1); - } - } - bagOfWords.push({ name: document.name, counts }); +export function getZeroVector(n: number): number[] { + var x = new Array(n); + for (var i = 0; i < n; i++) { + x[i] = 0.0; } + return x; +} - return bagOfWords; +export function getEntropy(counts: number[]): number { + counts = counts.filter(function (x) { + return x > 0.0; + }); + let sum = sumValues(counts); + return Math.log(sum) - (1.0 / sum) * sumValues(counts.map((x) => x * Math.log(x))); } -/** - * Gets a zero matrix of size m x n. - */ -export function getZeroMatrix(m: number, n: number): Uint32Array[] { - return Array.from({ length: m }, () => getZeroVector(n)); +export function getSpecificity(word: string, wordTopicCounts: any, numTopics: any): number { + if (wordTopicCounts[word] == undefined) { + return 0; + } + return 1.0 - getEntropy(Object.values(wordTopicCounts[word])) / Math.log(numTopics); } -/** - * Gets a zero vector of size n. - */ -export function getZeroVector(n: number): Uint32Array { - return new Uint32Array(n); +export function sumValues(values: number[]): number { + return values.reduce((sum, currentValue) => { + return sum + currentValue; + }); } From bb00ba01d19a7fdbf16ab4c90f4c0e4ef2a42fb4 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Fri, 9 Aug 2024 22:21:15 +0200 Subject: [PATCH 30/70] chore: docs --- README.md | 5 + package-lock.json | 5293 +++++++++++++++++++++++++-------------------- 2 files changed, 2909 insertions(+), 2389 deletions(-) diff --git a/README.md b/README.md index 24c958a..7d35239 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,8 @@ +https://github.com/primaryobjects/lda/blob/master/lib/lda.js#L110 +https://github.com/stdlib-js/nlp-lda + + + # Explore your own text collection with a topic model – without prior knowledge. The text mining technique _topic modeling_ has become a popular procedure for clustering documents into semantic groups. This application introduces a user-friendly workflow which leads from raw text data to an interactive visualization of the topic model. All you need is a text corpus and a little time. diff --git a/package-lock.json b/package-lock.json index 00e986a..5baf908 100644 --- a/package-lock.json +++ b/package-lock.json @@ -103,12 +103,12 @@ } }, "node_modules/@angular-devkit/architect": { - "version": "0.1800.7", - "resolved": "https://registry.npmjs.org/@angular-devkit/architect/-/architect-0.1800.7.tgz", - "integrity": "sha512-ZYIjdngUOjY6G2XJGHtATLr+HhJWdo7Z3ATlzQTGI9D1a02kW3UFlELQBhFIn+1o78FU6W0STZgyfBH8M7wD2w==", + "version": "0.1801.3", + "resolved": "https://registry.npmjs.org/@angular-devkit/architect/-/architect-0.1801.3.tgz", + "integrity": "sha512-4yba7x315GKim7OuBgv89ZtG50hE3hw64KuRLSGuW+RvwcwLV24VanmdWmFiLC4RKYNSH13E0wZqDNJkrMQepw==", "dev": true, "dependencies": { - "@angular-devkit/core": "18.0.7", + "@angular-devkit/core": "18.1.3", "rxjs": "7.8.1" }, "engines": { @@ -118,71 +118,70 @@ } }, "node_modules/@angular-devkit/build-angular": { - "version": "18.0.7", - "resolved": 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} - }, "node_modules/webpack-dev-server/node_modules/minimatch": { "version": "9.0.5", "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-9.0.5.tgz", @@ -23117,28 +23635,10 @@ "url": "https://github.com/sponsors/isaacs" } }, - "node_modules/webpack-dev-server/node_modules/open": { - "version": "10.1.0", - "resolved": "https://registry.npmjs.org/open/-/open-10.1.0.tgz", - "integrity": "sha512-mnkeQ1qP5Ue2wd+aivTD3NHd/lZ96Lu0jgf0pwktLPtx6cTZiH7tyeGRRHs0zX0rbrahXPnXlUnbeXyaBBuIaw==", - "dev": true, - "dependencies": { - "default-browser": "^5.2.1", - "define-lazy-prop": "^3.0.0", - "is-inside-container": "^1.0.0", - "is-wsl": "^3.1.0" - }, - "engines": { - "node": ">=18" - }, - "funding": { - "url": "https://github.com/sponsors/sindresorhus" - } - }, "node_modules/webpack-dev-server/node_modules/rimraf": { - "version": "5.0.9", - "resolved": "https://registry.npmjs.org/rimraf/-/rimraf-5.0.9.tgz", - "integrity": "sha512-3i7b8OcswU6CpU8Ej89quJD4O98id7TtVM5U4Mybh84zQXdrFmDLouWBEEaD/QfO3gDDfH+AGFCGsR7kngzQnA==", + "version": "5.0.10", + "resolved": "https://registry.npmjs.org/rimraf/-/rimraf-5.0.10.tgz", + "integrity": "sha512-l0OE8wL34P4nJH/H2ffoaniAokM2qSmrtXHmlpvYr5AVVX8msAyW0l8NVJFDxlSK4u3Uh/f41cQheDVdnYijwQ==", "dev": true, "dependencies": { "glob": "^10.3.7" @@ -23146,9 +23646,6 @@ "bin": { "rimraf": "dist/esm/bin.mjs" }, - "engines": { - "node": "14 >=14.20 || 16 >=16.20 || >=18" - }, "funding": { "url": "https://github.com/sponsors/isaacs" } @@ -23486,6 +23983,12 @@ "node": "^12.13.0 || ^14.15.0 || >=16.0.0" } }, + "node_modules/write-file-atomic/node_modules/signal-exit": { + "version": "3.0.7", + "resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-3.0.7.tgz", + "integrity": "sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ==", + "dev": true + }, "node_modules/ws": { "version": "8.18.0", "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.0.tgz", @@ -23620,6 +24123,18 @@ "url": "https://github.com/sponsors/sindresorhus" } }, + "node_modules/yoctocolors-cjs": { + "version": "2.1.2", + "resolved": "https://registry.npmjs.org/yoctocolors-cjs/-/yoctocolors-cjs-2.1.2.tgz", + "integrity": "sha512-cYVsTjKl8b+FrnidjibDWskAv7UKOfcwaVZdp/it9n1s9fU3IkgDbhdIRKCW4JDsAlECJY0ytoVPT3sK6kideA==", + "dev": true, + "engines": { + "node": ">=18" + }, + "funding": { + "url": "https://github.com/sponsors/sindresorhus" + } + }, "node_modules/zip-stream": { "version": "4.1.1", "resolved": "https://registry.npmjs.org/zip-stream/-/zip-stream-4.1.1.tgz", @@ -23658,9 +24173,9 @@ } }, "node_modules/zone.js": { - "version": "0.14.7", - "resolved": "https://registry.npmjs.org/zone.js/-/zone.js-0.14.7.tgz", - "integrity": "sha512-0w6DGkX2BPuiK/NLf+4A8FLE43QwBfuqz2dVgi/40Rj1WmqUskCqj329O/pwrqFJLG5X8wkeG2RhIAro441xtg==" + "version": "0.14.8", + "resolved": "https://registry.npmjs.org/zone.js/-/zone.js-0.14.8.tgz", + "integrity": "sha512-48uh7MnVp4/OQDuCHeFdXw5d8xwPqFTvlHgPJ1LBFb5GaustLSZV+YUH0to5ygNyGpqTsjpbpt141U/j3pCfqQ==" } } } From 5b1baecac58391fe42be8e91be08ef32911a2efc Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Fri, 9 Aug 2024 22:21:26 +0200 Subject: [PATCH 31/70] feat: components --- .../processing-modal.component.html | 19 + .../processing-modal.component.scss | 0 .../processing-modal.component.spec.ts | 23 + .../processing-modal.component.ts | 19 + src/app/pages/home/home.component.html | 84 ++++ src/app/pages/home/home.component.scss | 0 src/app/pages/home/home.component.ts | 84 ++++ src/app/shared/lda.js | 417 ++++++++++++++++++ src/app/shared/topic-model.shared.ts | 208 +++++++++ 9 files changed, 854 insertions(+) create mode 100644 src/app/components/processing-modal/processing-modal.component.html create mode 100644 src/app/components/processing-modal/processing-modal.component.scss create mode 100644 src/app/components/processing-modal/processing-modal.component.spec.ts create mode 100644 src/app/components/processing-modal/processing-modal.component.ts create mode 100644 src/app/pages/home/home.component.html create mode 100644 src/app/pages/home/home.component.scss create mode 100644 src/app/pages/home/home.component.ts create mode 100644 src/app/shared/lda.js create mode 100644 src/app/shared/topic-model.shared.ts diff --git a/src/app/components/processing-modal/processing-modal.component.html b/src/app/components/processing-modal/processing-modal.component.html new file mode 100644 index 0000000..33d9c66 --- /dev/null +++ b/src/app/components/processing-modal/processing-modal.component.html @@ -0,0 +1,19 @@ +
+
+
+
+

Modeling

+ Modeling +
+
+ +
+
+
+ +
+
+
+
+ + \ No newline at end of file diff --git a/src/app/components/processing-modal/processing-modal.component.scss b/src/app/components/processing-modal/processing-modal.component.scss new file mode 100644 index 0000000..e69de29 diff --git a/src/app/components/processing-modal/processing-modal.component.spec.ts b/src/app/components/processing-modal/processing-modal.component.spec.ts new file mode 100644 index 0000000..c53555b --- /dev/null +++ b/src/app/components/processing-modal/processing-modal.component.spec.ts @@ -0,0 +1,23 @@ +import { ComponentFixture, TestBed } from '@angular/core/testing'; + +import { ProcessingModalComponent } from './processing-modal.component'; + +describe('ProcessingModalComponent', () => { + let component: ProcessingModalComponent; + let fixture: ComponentFixture; + + beforeEach(async () => { + await TestBed.configureTestingModule({ + imports: [ProcessingModalComponent] + }) + .compileComponents(); + + fixture = TestBed.createComponent(ProcessingModalComponent); + component = fixture.componentInstance; + fixture.detectChanges(); + }); + + it('should create', () => { + expect(component).toBeTruthy(); + }); +}); diff --git a/src/app/components/processing-modal/processing-modal.component.ts b/src/app/components/processing-modal/processing-modal.component.ts new file mode 100644 index 0000000..c2843f3 --- /dev/null +++ b/src/app/components/processing-modal/processing-modal.component.ts @@ -0,0 +1,19 @@ +import { Component, EventEmitter, Input, Output } from '@angular/core'; + +@Component({ + selector: 'app-processing-modal', + standalone: true, + imports: [], + templateUrl: './processing-modal.component.html', + styleUrl: './processing-modal.component.scss' +}) +export class ProcessingModalComponent { + @Input() isActive = false; + @Input() currentProgress = 0; + @Output() close = new EventEmitter(); + + + public onClose(): void { + this.close.emit(); + } +} diff --git a/src/app/pages/home/home.component.html b/src/app/pages/home/home.component.html new file mode 100644 index 0000000..0af1c89 --- /dev/null +++ b/src/app/pages/home/home.component.html @@ -0,0 +1,84 @@ +
+
+
+
+

Explore your text collection with topic modeling

+
+ Topic models discover hidden themes or topics in a collection of documents. Imagine you have a large number of + articles or texts and you want to understand the main subjects they talk about without having to read each + one. Topic modeling helps by automatically identifying clusters of words that frequently appear together, + which are assumed to represent topics. +
+
+ The goal of this application is to provide a simple and intuitive interface to explore your own text + collection using this technique. +
+
+ + +
+
Corpus
+
+ Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore + magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo + consequat. +
+
+ +
+
+ + +
+
Model
+
+ Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore + magna aliqua. +
+ +
+
+
+
+ +
+

Consectetur adipiscing elit.

+
+
+
+
+ +
+

Consectetur adipiscing elit.

+
+
+ +
+ +
+
+
+
+
+ +{{ currentProgress }} + +@for (topic of topics; track topic.id) { +
{{topic.score}} {{ topic.topicText }}
+} diff --git a/src/app/pages/home/home.component.scss b/src/app/pages/home/home.component.scss new file mode 100644 index 0000000..e69de29 diff --git a/src/app/pages/home/home.component.ts b/src/app/pages/home/home.component.ts new file mode 100644 index 0000000..ea387e1 --- /dev/null +++ b/src/app/pages/home/home.component.ts @@ -0,0 +1,84 @@ +import { Component } from '@angular/core'; +import { FormsModule } from '@angular/forms'; +import { FaIconComponent } from '@fortawesome/angular-fontawesome'; +import { faFileArrowUp } from '@fortawesome/free-solid-svg-icons'; +import { ProcessingModalComponent } from '../../components/processing-modal/processing-modal.component'; +import { TextCorpus, TextDocument } from '../../shared/interfaces.shared'; +import { TopicModel } from '../../shared/topic-model.shared'; +import { Maybe, Nullable } from '../../shared/types.shared'; +import { getTokens, getVocabulary, tokenizeText } from '../../shared/utils.shared'; + +@Component({ + selector: 'app-home', + standalone: true, + imports: [FaIconComponent, FormsModule, ProcessingModalComponent], + templateUrl: './home.component.html', + styleUrl: './home.component.scss', +}) +export class HomeComponent { + public faFileArrowUp = faFileArrowUp; + + public textCorpus: Maybe; + public numDocuments = 0; + public model: Maybe; + + public numTopics: number = 10; + public numIterations: number = 1000; + public topics: any[] = []; + public currentProgress: number = 0; + + public isTraining: boolean = false; + + /** + * Loads and tokenizes the text documents from the file input. + */ + public async onFilesChanged(event: Event): Promise { + if (!(event.target instanceof HTMLInputElement) || !event.target.files) { + // TODO throw error + return; + } + + const textDocuments = []; + for (const file of event.target.files) { + const text = await file.text(); + const tokens = getTokens(text.toLocaleLowerCase()); + + textDocuments.push({ + id: crypto.randomUUID(), + name: file.name, + text, + tokens, + }); + + this.numDocuments++; + } + + const vocabulary = getVocabulary(textDocuments); + for (const textDocument of textDocuments) { + textDocument.tokens = textDocument.tokens.filter((token) => vocabulary.has(token.text)); + } + + this.textCorpus = { textDocuments, vocabSize: vocabulary.size }; + } + + /** + * Trains the topic model on the currently loaded text documents. + */ + public trainModel(): void { + this.isTraining = true; + + const options = { + numTopics: this.numTopics, + numIterations: this.numIterations, + }; + + const model = new TopicModel(this.textCorpus!, options); + for (let i = 0; i < this.numIterations; i++) { + model.update(); + this.currentProgress = i; + } + + this.topics = model.getTopicWords(); + this.isTraining = false; + } +} diff --git a/src/app/shared/lda.js b/src/app/shared/lda.js new file mode 100644 index 0000000..2ef8c80 --- /dev/null +++ b/src/app/shared/lda.js @@ -0,0 +1,417 @@ +const fs = require('fs'); +const path = require('path'); +const XRegExp = require('xregexp'); +const snowball = require('node-snowball'); + +class topicModelling { + constructor(settings, sentences, dict) { + this.settings = settings || {}; + + if (dict) { + this.dict = dict; + } + if (!isNaN(this.settings.numberTopics) && this.settings.numberTopics > 0) { + this.numTopics = this.settings.numberTopics; + } else { + this.numTopics = 10; + } + + this.documentTopicSmoothing = 0.1; + this.topicWordSmoothing = 0.01; + this.docSortSmoothing = 10.0; + this.sumDocSortSmoothing = this.docSortSmoothing * this.numTopics; + + this.completeSweeps = 0; + this.reqiestedSweeps = 0; + + // vocabulary + this.vocabularySize = 0; + this.vocabularyCounts = {}; + + if (this.settings.stem !== undefined) { + this.stem = this.settings.stem; + } + + if (this.settings.displayingStopWords !== undefined) { + this.displayingStopwords = settings.displayingStopWords; + } + + //documents + this.documents = []; + this.wordTopicCounts = {}; + this.topicWordCounts = []; + this.topicScores = this.zeros(this.numTopics); + this.tokensPerTopic = this.zeros(this.numTopics); + this.topicWeights = this.zeros(this.numTopics); + + this.loadVocabulary(); + this.prepareData(sentences); + if (this.settings.sweeps !== undefined) { + this.requestedSweeps = this.settings.sweeps; + } else { + this.requestedSweeps = 500; + } + while (this.completeSweeps <= this.requestedSweeps) { + this.sweep(); + } + } + + loadVocabulary() { + let stopwordsFileName = `./languages/${this.settings.language}/stopwords_${this.settings.language}.json`; + try { + // eslint-disable-next-line + this.stopwords = JSON.parse( + fs.readFileSync(path.resolve(__dirname, stopwordsFileName)) + ); + } catch (ex) { + this.stopwords = {}; + } + if (this.dict !== undefined) { + this.addStopWords(); + } + } + + prepareData(documents) { + if (!documents || documents.length < 0) { + return; + } + let wordPattern = XRegExp('\\p{L}[\\p{L}\\p{P}]*\\p{L}', 'g'); + for (let item of documents) { + if (item.text == '') { + continue; + } + let sentence = Array.isArray(item.text) + ? item.text + : item.text.toLowerCase().match(wordPattern); + let docID = item.id; + let tokens = []; + let topicCounts = this.zeros(this.numTopics); + if (sentence == null) { + continue; + } + sentence.forEach(word => { + if (word !== '') { + let topic = Math.floor(Math.random() * this.numTopics); + + if (word.length <= 2) { + this.stopwords[word] = 1; + } + + let isStopword = this.stopwords[word]; + + if (this.stem && !isStopword) { + word = snowball.stemword(word, this.settings.language); + isStopword = this.stopwords[word]; + } + if (isStopword) { + // Record counts for stopwords, but nothing else + if (!this.vocabularyCounts[word]) { + this.vocabularyCounts[word] = 1; + } else { + this.vocabularyCounts[word] += 1; + } + } else { + this.tokensPerTopic[topic]++; + if (!this.wordTopicCounts[word]) { + this.wordTopicCounts[word] = {}; + this.vocabularySize++; + this.vocabularyCounts[word] = 0; + } + if (!this.wordTopicCounts[word][topic]) { + this.wordTopicCounts[word][topic] = 0; + } + this.wordTopicCounts[word][topic] += 1; + this.vocabularyCounts[word] += 1; + topicCounts[topic] += 1; + } + tokens.push({ word: word, topic: topic, isStopword: isStopword }); + } + }); + this.documents.push({ + originalOrder: documents.length, + id: docID, + originalText: item.text, + tokens: tokens, + topicCounts: topicCounts + }); + } + } + + sweep() { + let topicNormalizers = this.zeros(this.numTopics); + for (let topic = 0; topic < this.numTopics; topic++) { + topicNormalizers[topic] = + 1.0 / + (this.vocabularySize * this.topicWordSmoothing + + this.tokensPerTopic[topic]); + } + + for (let doc = 0; doc < this.documents.length; doc++) { + let currentDoc = this.documents[doc]; + let docTopicCounts = currentDoc.topicCounts; + + for (let position = 0; position < currentDoc.tokens.length; position++) { + let token = currentDoc.tokens[position]; + if (token.isStopword) { + continue; + } + + this.tokensPerTopic[token.topic]--; + let currentWordTopicCounts = this.wordTopicCounts[token.word]; + currentWordTopicCounts[token.topic]--; + if (currentWordTopicCounts[token.topic] == 0) { + //delete(currentWordTopicCounts[ token.topic ]); + } + docTopicCounts[token.topic]--; + topicNormalizers[token.topic] = + 1.0 / + (this.vocabularySize * this.topicWordSmoothing + + this.tokensPerTopic[token.topic]); + + let sum = 0.0; + for (let topic = 0; topic < this.numTopics; topic++) { + if (currentWordTopicCounts[topic]) { + this.topicWeights[topic] = + (this.documentTopicSmoothing + docTopicCounts[topic]) * + (this.topicWordSmoothing + currentWordTopicCounts[topic]) * + topicNormalizers[topic]; + } else { + this.topicWeights[topic] = + (this.documentTopicSmoothing + docTopicCounts[topic]) * + this.topicWordSmoothing * + topicNormalizers[topic]; + } + sum += this.topicWeights[topic]; + } + + // Sample from an unnormalized discrete distribution + let sample = sum * Math.random(); + let i = 0; + sample -= this.topicWeights[i]; + while (sample > 0.0) { + i++; + sample -= this.topicWeights[i]; + } + token.topic = i; + + this.tokensPerTopic[token.topic]++; + if (!currentWordTopicCounts[token.topic]) { + currentWordTopicCounts[token.topic] = 1; + } else { + currentWordTopicCounts[token.topic] += 1; + } + docTopicCounts[token.topic]++; + + topicNormalizers[token.topic] = + 1.0 / + (this.vocabularySize * this.topicWordSmoothing + + this.tokensPerTopic[token.topic]); + } + } + + //console.log("sweep in " + (Date.now() - startTime) + " ms"); + this.completeSweeps += 1; + if (this.completeSweeps >= this.requestedSweeps) { + this.sortTopicWords(); + } + } + + byCountDescending(a, b) { + return b.count - a.count; + } + + topNWords(wordCounts, n) { + return wordCounts + .slice(0, n) + .map(d => { + return d.word; + }) + .join(' '); + } + + sortTopicWords() { + this.topicWordCounts = []; + for (let topic = 0; topic < this.numTopics; topic++) { + this.topicWordCounts[topic] = []; + } + + for (let word in this.wordTopicCounts) { + for (let topic in this.wordTopicCounts[word]) { + this.topicWordCounts[topic].push({ + word: word, + count: this.wordTopicCounts[word][topic] + }); + } + } + + for (let topic = 0; topic < this.numTopics; topic++) { + this.topicWordCounts[topic].sort(this.byCountDescending); + } + } + + getTopicWords() { + let topicTopWords = []; + for (let topic = 0; topic < this.numTopics; topic++) { + topicTopWords.push(this.topNWords(this.topicWordCounts[topic], 10)); + } + this.calcDominantTopic(); + + let topicData = topicTopWords.map((words, index) => { + return { id: index, topicText: words, score: this.topicScores[index] }; + }); + return topicData; + } + + calcDominantTopic() { + this.documents.map((doc, i) => { + let topic = -1; + let score = -1; + for ( + let selectedTopic = 0; + selectedTopic < this.numTopics; + selectedTopic++ + ) { + let tempScore = + (doc.topicCounts[selectedTopic] + this.docSortSmoothing) / + (doc.tokens.length + this.sumDocSortSmoothing); + if (tempScore >= score) { + score = tempScore; + topic = selectedTopic; + } + } + this.topicScores[topic] += 1; + }); + this.topicScores = this.topicScores.map(val => val / this.documents.length); + } + + getDocuments() { + let sentences = []; + + for ( + let selectedTopic = 0; + selectedTopic < this.numTopics; + selectedTopic++ + ) { + let documentVocab = this.getVocab(selectedTopic, true); + let scores = this.documents.map((doc, i) => { + return { + docID: i, + score: + (doc.topicCounts[selectedTopic] + this.docSortSmoothing) / + (doc.tokens.length + this.sumDocSortSmoothing) + }; + }); + scores.sort((a, b) => { + return b.score - a.score; + }); + let docinfo = []; + for (let val of scores) { + if (this.documents[val.docID].topicCounts[selectedTopic] > 0) { + docinfo.push({ + id: this.documents[val.docID].id, + text: this.documents[val.docID].originalText, + score: val.score + }); + } + } + sentences.push({ + topic: selectedTopic, + documents: docinfo, + documentVocab + }); + } + return sentences; + } + // + // Vocabulary + // + + mostFrequentWords(includeStops, sortByTopic, selectedTopic) { + // Convert the random-access map to a list of word:count pairs that + // we can then sort. + let wordCounts = []; + + if (sortByTopic) { + for (let word in this.vocabularyCounts) { + if ( + this.wordTopicCounts[word] && + this.wordTopicCounts[word][selectedTopic] + ) { + wordCounts.push({ + word: word, + count: this.wordTopicCounts[word][selectedTopic] + }); + } + } + } else { + for (let word in this.vocabularyCounts) { + if (includeStops || !this.stopwords[word]) { + wordCounts.push({ word: word, count: this.vocabularyCounts[word] }); + } + } + } + + wordCounts.sort(this.byCountDescending); + return wordCounts; + } + + entropy(counts) { + counts = counts.filter(function(x) { + return x > 0.0; + }); + let sum = this.sum(counts); + return ( + Math.log(sum) - (1.0 / sum) * this.sum(counts.map(x => x * Math.log(x))) + ); + } + + specificity(word) { + if (this.wordTopicCounts[word] == undefined) { + return 0; + } + return ( + 1.0 - + this.entropy(Object.values(this.wordTopicCounts[word])) / + Math.log(this.numTopics) + ); + } + + getVocab(selectedTopic, sortVocabByTopic) { + let vocab = []; + let wordFrequencies = this.mostFrequentWords( + this.displayingStopwords, + sortVocabByTopic, + selectedTopic + ).slice(0, 499); + wordFrequencies.forEach(d => { + let isStopword = this.stopwords[d.word]; + let score = this.specificity(d.word); + vocab.push({ + word: d.word, + count: d.count, + stopword: isStopword, + specificity: score + }); + }); + return vocab; + } + + truncate(s) { + return s.length > 300 ? s.substring(0, 299) + '...' : s; + } + + zeros(n) { + var x = new Array(n); + for (var i = 0; i < n; i++) { + x[i] = 0.0; + } + return x; + } + + sum(arr) { + return arr.reduce((sum, currentValue) => { + return sum + currentValue; + }); + } +z +} diff --git a/src/app/shared/topic-model.shared.ts b/src/app/shared/topic-model.shared.ts new file mode 100644 index 0000000..d5bc5a5 --- /dev/null +++ b/src/app/shared/topic-model.shared.ts @@ -0,0 +1,208 @@ +import { TextCorpus, Topic } from './interfaces.shared'; +import { getZeroVector } from './utils.shared'; + +interface TopicModelOptions { + numTopics?: number; + docTopicSmoothing?: number; + topicWordSmoothing?: number; + docSortSmoothing?: number; + sumDocSortSmoothing?: number; +} + +export class TopicModel { + public numTopics: number; + public docTopicSmoothing: number; + public topicWordSmoothing: number; + public docSortSmoothing: number; + public sumDocSortSmoothing: number; + public vocabSize: number; + public tokensPerTopic: number[]; + public textCorpus: TextCorpus; + public topicWordCounts: any; + public wordTopicCounts: any; + public vocabCounts: any; + public topicWeights: number[] + public topicScores: any; + public numIterations: number = 100; + + constructor(textCorpus: TextCorpus, options: TopicModelOptions) { + this.numTopics = options.numTopics || 10; + this.docTopicSmoothing = options.docTopicSmoothing || 0.1; + this.topicWordSmoothing = options.topicWordSmoothing || 0.01; + this.docSortSmoothing = options.docSortSmoothing || 10.0; + this.sumDocSortSmoothing = this.docSortSmoothing * this.numTopics; + + this.textCorpus = textCorpus; + this.tokensPerTopic = getZeroVector(this.numTopics); + this.vocabSize = this.textCorpus.vocabSize; + this.vocabCounts = {}; + + this.topicWeights = getZeroVector(this.numTopics); + this.topicScores = getZeroVector(this.numTopics); + + this.topicWordCounts = []; + this.wordTopicCounts = {}; + + for (const textDocument of this.textCorpus.textDocuments) { + textDocument.topicCounts = getZeroVector(this.numTopics); + for (const token of textDocument.tokens) { + token.topic = this.getRandomTopic(); + + this.tokensPerTopic[token.topic]++; + if (!this.wordTopicCounts[token.text]) { + this.wordTopicCounts[token.text] = {}; + } + if (!this.wordTopicCounts[token.text][token.topic]) { + this.wordTopicCounts[token.text][token.topic] = 0; + } + this.wordTopicCounts[token.text][token.topic] += 1; + textDocument.topicCounts[token.topic] += 1; + } + } + } + + /** + * Gets a random topic. + */ + private getRandomTopic(): number { + return Math.floor(Math.random() * this.numTopics); + } + + /** + * Gets the normalizer for the topic distribution. + */ + private getTopicNormalizer(): number[] { + const topicNormalizer = getZeroVector(this.numTopics); + + for (let i = 0; i < this.numTopics; i++) { + topicNormalizer[i] = 1.0 / (this.vocabSize * this.topicWordSmoothing + this.tokensPerTopic[i]); + } + + return topicNormalizer; + } + + private sortTopicWords(): void { + this.topicWordCounts = []; + for (let topic = 0; topic < this.numTopics; topic++) { + this.topicWordCounts[topic] = []; + } + + for (let word in this.wordTopicCounts) { + for (let topic in this.wordTopicCounts[word]) { + this.topicWordCounts[topic].push({ + word: word, + count: this.wordTopicCounts[word][topic], + }); + } + } + + for (let topic = 0; topic < this.numTopics; topic++) { + this.topicWordCounts[topic].sort((a: { count: number; }, b: { count: number; }) => b.count - a.count); + } + } + + public update(): void { + const topicNormalizer = this.getTopicNormalizer(); + + for (const textDocument of this.textCorpus.textDocuments) { + for (const token of textDocument.tokens) { + if (!token.topic || !textDocument.topicCounts) { + // TODO + continue; + } + + this.tokensPerTopic[token.topic]--; + let currentWordTopicCounts = this.wordTopicCounts[token.text]; + currentWordTopicCounts[token.topic]--; + textDocument.topicCounts[token.topic]--; + topicNormalizer[token.topic] = 1.0 / (this.vocabSize * this.topicWordSmoothing + this.tokensPerTopic[token.topic]); + + let sum = 0.0; + for (let topic = 0; topic < this.numTopics; topic++) { + if (currentWordTopicCounts[topic]) { + this.topicWeights[topic] = + (this.docTopicSmoothing + textDocument.topicCounts[topic]) * + (this.topicWordSmoothing + currentWordTopicCounts[topic]) * + topicNormalizer[topic]; + } else { + this.topicWeights[topic] = + (this.docTopicSmoothing + textDocument.topicCounts[topic]) * this.topicWordSmoothing * topicNormalizer[topic]; + } + sum += this.topicWeights[topic]; + } + + // Sample from an unnormalized discrete distribution + let sample = sum * Math.random(); + let i = 0; + sample -= this.topicWeights[i]; + while (sample > 0.0) { + i++; + sample -= this.topicWeights[i]; + } + token.topic = i; + + this.tokensPerTopic[token.topic]++; + if (!currentWordTopicCounts[token.topic]) { + currentWordTopicCounts[token.topic] = 1; + } else { + currentWordTopicCounts[token.topic] += 1; + } + textDocument.topicCounts[token.topic]++; + + topicNormalizer[token.topic] = + 1.0 / (this.vocabSize * this.topicWordSmoothing + this.tokensPerTopic[token.topic]); + } + } + + this.sortTopicWords(); + } + + topNWords(wordCounts: any, n: any) { + return wordCounts + .slice(0, n) + .map((d: { word: any; }) => { + return d.word; + }) + .join(' '); + } + + public getTopics(): Topic[] { + const topics = []; + + for (const topic of this.topicWordCounts) { + topics.push(topic.slice(0, 1_000)); + } + + + + + this.calcDominantTopic(); + + let topicData = topicTopWords.map((words, index) => { + return { id: index, topicText: words, score: this.topicScores[index] }; + }); + return topicData; + } + + calcDominantTopic() { + this.textCorpus.textDocuments.map((doc, i) => { + let topic = -1; + let score = -1; + for ( + let selectedTopic = 0; + selectedTopic < this.numTopics; + selectedTopic++ + ) { + let tempScore = + (doc.topicCounts![selectedTopic] + this.docSortSmoothing) / + (doc.tokens.length + this.sumDocSortSmoothing); + if (tempScore >= score) { + score = tempScore; + topic = selectedTopic; + } + } + this.topicScores[topic] += 1; + }); + this.topicScores = this.topicScores.map((val: number) => val / this.textCorpus.textDocuments.length); + } +} From ec84c96b93f8697eb0f546a855d4b5a92cc3cb34 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Thu, 5 Sep 2024 18:06:50 +0200 Subject: [PATCH 32/70] chore: update dependencies --- package-lock.json | 3603 +++++++++++++++++---------------------------- 1 file changed, 1370 insertions(+), 2233 deletions(-) diff --git a/package-lock.json b/package-lock.json index 5baf908..fd5a872 100644 --- a/package-lock.json +++ b/package-lock.json @@ -103,12 +103,12 @@ } }, "node_modules/@angular-devkit/architect": { - "version": "0.1801.3", - "resolved": "https://registry.npmjs.org/@angular-devkit/architect/-/architect-0.1801.3.tgz", - "integrity": "sha512-4yba7x315GKim7OuBgv89ZtG50hE3hw64KuRLSGuW+RvwcwLV24VanmdWmFiLC4RKYNSH13E0wZqDNJkrMQepw==", + "version": "0.1802.3", + "resolved": "https://registry.npmjs.org/@angular-devkit/architect/-/architect-0.1802.3.tgz", + "integrity": "sha512-WQ2AmkUKy1bqrDlNfozW8+VT2Tv/Fdmu4GIXps3ytZANyAKiIvTzmmql2cRCXXraa9FNMjLWNvz+qolDxWVdYQ==", "dev": true, "dependencies": { - "@angular-devkit/core": "18.1.3", + "@angular-devkit/core": 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"hasInstallScript": true, + "bin": { + "esbuild": "bin/esbuild" + }, + "engines": { + "node": ">=12" + }, + "optionalDependencies": { + "@esbuild/aix-ppc64": "0.21.5", + "@esbuild/android-arm": "0.21.5", + "@esbuild/android-arm64": "0.21.5", + "@esbuild/android-x64": "0.21.5", + "@esbuild/darwin-arm64": "0.21.5", + "@esbuild/darwin-x64": "0.21.5", + "@esbuild/freebsd-arm64": "0.21.5", + "@esbuild/freebsd-x64": "0.21.5", + "@esbuild/linux-arm": "0.21.5", + "@esbuild/linux-arm64": "0.21.5", + "@esbuild/linux-ia32": "0.21.5", + "@esbuild/linux-loong64": "0.21.5", + "@esbuild/linux-mips64el": "0.21.5", + "@esbuild/linux-ppc64": "0.21.5", + "@esbuild/linux-riscv64": "0.21.5", + "@esbuild/linux-s390x": "0.21.5", + "@esbuild/linux-x64": "0.21.5", + "@esbuild/netbsd-x64": "0.21.5", + "@esbuild/openbsd-x64": "0.21.5", + "@esbuild/sunos-x64": "0.21.5", + "@esbuild/win32-arm64": "0.21.5", + "@esbuild/win32-ia32": "0.21.5", + "@esbuild/win32-x64": "0.21.5" + } + }, "node_modules/vm-browserify": { "version": "1.1.2", "resolved": "https://registry.npmjs.org/vm-browserify/-/vm-browserify-1.1.2.tgz", @@ -23441,13 +22602,11 @@ } }, "node_modules/webpack": { - "version": "5.93.0", - "resolved": "https://registry.npmjs.org/webpack/-/webpack-5.93.0.tgz", - "integrity": "sha512-Y0m5oEY1LRuwly578VqluorkXbvXKh7U3rLoQCEO04M97ScRr44afGVkI0FQFsXzysk5OgFAxjZAb9rsGQVihA==", + "version": "5.94.0", + "resolved": "https://registry.npmjs.org/webpack/-/webpack-5.94.0.tgz", + "integrity": "sha512-KcsGn50VT+06JH/iunZJedYGUJS5FGjow8wb9c0v5n1Om8O1g4L6LjtfxwlXIATopoQu+vOXXa7gYisWxCoPyg==", "dev": true, - "peer": true, "dependencies": { - "@types/eslint-scope": "^3.7.3", "@types/estree": "^1.0.5", "@webassemblyjs/ast": "^1.12.1", "@webassemblyjs/wasm-edit": "^1.12.1", @@ -23456,7 +22615,7 @@ "acorn-import-attributes": "^1.9.5", "browserslist": "^4.21.10", "chrome-trace-event": "^1.0.2", - "enhanced-resolve": "^5.17.0", + "enhanced-resolve": "^5.17.1", "es-module-lexer": "^1.2.1", "eslint-scope": "5.1.1", "events": "^3.2.0", @@ -23489,9 +22648,9 @@ } }, "node_modules/webpack-dev-middleware": { - "version": "7.2.1", - "resolved": "https://registry.npmjs.org/webpack-dev-middleware/-/webpack-dev-middleware-7.2.1.tgz", - "integrity": "sha512-hRLz+jPQXo999Nx9fXVdKlg/aehsw1ajA9skAneGmT03xwmyuhvF93p6HUKKbWhXdcERtGTzUCtIQr+2IQegrA==", + "version": "7.4.2", + "resolved": "https://registry.npmjs.org/webpack-dev-middleware/-/webpack-dev-middleware-7.4.2.tgz", + "integrity": "sha512-xOO8n6eggxnwYpy1NlzUKpvrjfJTvae5/D6WOK0S2LSo7vjmo5gCM1DbLUmFqrMTJP+W/0YZNctm7jasWvLuBA==", "dev": true, "dependencies": { "colorette": "^2.0.10", @@ -23620,21 +22779,6 @@ } } }, - "node_modules/webpack-dev-server/node_modules/minimatch": { - "version": "9.0.5", - "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-9.0.5.tgz", - "integrity": "sha512-G6T0ZX48xgozx7587koeX9Ys2NYy6Gmv//P89sEte9V9whIapMNF4idKxnW2QtCcLiTWlb/wfCabAtAFWhhBow==", - "dev": true, - "dependencies": { - "brace-expansion": "^2.0.1" - }, - "engines": { - "node": ">=16 || 14 >=14.17" - }, - "funding": { - "url": "https://github.com/sponsors/isaacs" - } - }, "node_modules/webpack-dev-server/node_modules/rimraf": { "version": "5.0.10", "resolved": "https://registry.npmjs.org/rimraf/-/rimraf-5.0.10.tgz", @@ -23699,7 +22843,6 @@ "resolved": "https://registry.npmjs.org/ajv/-/ajv-6.12.6.tgz", "integrity": "sha512-j3fVLgvTo527anyYyJOGTYJbG+vnnQYvE0m5mmkc1TK+nxAppkCLMIL0aZ4dblVCNoGShhm+kzE4ZUykBoMg4g==", "dev": true, - "peer": true, "dependencies": { "fast-deep-equal": "^3.1.1", "fast-json-stable-stringify": "^2.0.0", @@ -23716,7 +22859,6 @@ "resolved": "https://registry.npmjs.org/ajv-keywords/-/ajv-keywords-3.5.2.tgz", "integrity": "sha512-5p6WTN0DdTGVQk6VjcEju19IgaHudalcfabD7yhDGeA6bcQnmL+CpveLJq/3hvfwd1aof6L386Ougkx6RfyMIQ==", "dev": true, - "peer": true, "peerDependencies": { "ajv": "^6.9.1" } @@ -23726,7 +22868,6 @@ "resolved": "https://registry.npmjs.org/eslint-scope/-/eslint-scope-5.1.1.tgz", "integrity": "sha512-2NxwbF/hZ0KpepYN0cNbo+FN6XoK7GaHlQhgx/hIZl6Va0bF45RQOOwhLIy8lQDbuCiadSLCBnH2CFYquit5bw==", "dev": true, - "peer": true, "dependencies": { "esrecurse": "^4.3.0", "estraverse": "^4.1.1" @@ -23740,7 +22881,6 @@ "resolved": "https://registry.npmjs.org/estraverse/-/estraverse-4.3.0.tgz", "integrity": "sha512-39nnKffWz8xN1BU/2c79n9nB9HDzo0niYUqx6xyqUnyoAnQyyWpOTdZEeiCch8BBu515t4wp9ZmgVfVhn9EBpw==", "dev": true, - "peer": true, "engines": { "node": ">=4.0" } @@ -23749,22 +22889,19 @@ "version": "2.3.1", "resolved": "https://registry.npmjs.org/json-parse-even-better-errors/-/json-parse-even-better-errors-2.3.1.tgz", "integrity": "sha512-xyFwyhro/JEof6Ghe2iz2NcXoj2sloNsWr/XsERDK/oiPCfaNhl5ONfp+jQdAZRQQ0IJWNzH9zIZF7li91kh2w==", - "dev": true, - "peer": true + "dev": true }, "node_modules/webpack/node_modules/json-schema-traverse": { "version": "0.4.1", "resolved": "https://registry.npmjs.org/json-schema-traverse/-/json-schema-traverse-0.4.1.tgz", "integrity": "sha512-xbbCH5dCYU5T8LcEhhuh7HJ88HXuW3qsI3Y0zOZFKfZEHcpWiHU/Jxzk629Brsab/mMiHQti9wMP+845RPe3Vg==", - "dev": true, - "peer": true + "dev": true }, "node_modules/webpack/node_modules/schema-utils": { "version": "3.3.0", "resolved": "https://registry.npmjs.org/schema-utils/-/schema-utils-3.3.0.tgz", "integrity": "sha512-pN/yOAvcC+5rQ5nERGuwrjLlYvLTbCibnZ1I7B1LaiAz9BRBlE9GMgE/eqV30P7aJQUf7Ddimy/RsbYO/GrVGg==", "dev": true, - "peer": true, "dependencies": { "@types/json-schema": "^7.0.8", "ajv": "^6.12.5", @@ -24173,9 +23310,9 @@ } }, "node_modules/zone.js": { - "version": "0.14.8", - "resolved": "https://registry.npmjs.org/zone.js/-/zone.js-0.14.8.tgz", - "integrity": "sha512-48uh7MnVp4/OQDuCHeFdXw5d8xwPqFTvlHgPJ1LBFb5GaustLSZV+YUH0to5ygNyGpqTsjpbpt141U/j3pCfqQ==" + "version": "0.14.10", + "resolved": "https://registry.npmjs.org/zone.js/-/zone.js-0.14.10.tgz", + "integrity": "sha512-YGAhaO7J5ywOXW6InXNlLmfU194F8lVgu7bRntUF3TiG8Y3nBK0x1UJJuHUP/e8IyihkjCYqhCScpSwnlaSRkQ==" } } } From 5894189040093c6c3662b19dbe49df40b25445b3 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Fri, 6 Sep 2024 08:14:46 +0200 Subject: [PATCH 33/70] feat: add alpha/beta --- src/app/pages/home/home.component.html | 45 ++++++++++++++++++-------- src/app/pages/home/home.component.ts | 5 ++- 2 files changed, 35 insertions(+), 15 deletions(-) diff --git a/src/app/pages/home/home.component.html b/src/app/pages/home/home.component.html index 0af1c89..ee3a3d8 100644 --- a/src/app/pages/home/home.component.html +++ b/src/app/pages/home/home.component.html @@ -4,14 +4,14 @@

Explore your text collection with topic modeling

- Topic models discover hidden themes or topics in a collection of documents. Imagine you have a large number of - articles or texts and you want to understand the main subjects they talk about without having to read each - one. Topic modeling helps by automatically identifying clusters of words that frequently appear together, - which are assumed to represent topics. + Topic models discover hidden themes in a collection of text documents. Imagine you have a large number of + articles and you want to understand the main topics they talk about without having to read each one. Topic + modeling helps by automatically identifying clusters of words that frequently appear together and are thought + to represent themes.
- The goal of this application is to provide a simple and intuitive interface to explore your own text - collection using this technique. + The goal of this application is to provide a simple and intuitive interface for exploring your own text using + this technique.
@@ -58,17 +58,34 @@

Explore your text collection with topic modeling

-

Consectetur adipiscing elit.

+

Number of iterations

-
-
- +
+
+
+ +
+

Number of topics

+
+
+
+
+
+ +
+

Alpha

-

Consectetur adipiscing elit.

-
+
+
+
+
+ +
+

Beta

+
+
-
@@ -80,5 +97,5 @@

Explore your text collection with topic modeling

{{ currentProgress }} @for (topic of topics; track topic.id) { -
{{topic.score}} {{ topic.topicText }}
+
{{ topic.score }} {{ topic.topicText }}
} diff --git a/src/app/pages/home/home.component.ts b/src/app/pages/home/home.component.ts index ea387e1..4e6b466 100644 --- a/src/app/pages/home/home.component.ts +++ b/src/app/pages/home/home.component.ts @@ -24,6 +24,9 @@ export class HomeComponent { public numTopics: number = 10; public numIterations: number = 1000; + public alpha: number = 0.1; + public beta: number = 0.01; + public topics: any[] = []; public currentProgress: number = 0; @@ -78,7 +81,7 @@ export class HomeComponent { this.currentProgress = i; } - this.topics = model.getTopicWords(); + this.topics = []; //model.getTopicWords(); this.isTraining = false; } } From a091eebd6d2b4af84d79a28334678c7522f6ee8a Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Fri, 6 Sep 2024 17:14:09 +0200 Subject: [PATCH 34/70] feat: add web worker for computation --- angular.json | 6 +- .../processing-modal.component.html | 2 +- .../processing-modal.component.spec.ts | 23 ------- .../processing-modal.component.ts | 3 +- src/app/pages/home/home.component.html | 21 +++--- src/app/pages/home/home.component.ts | 68 +++++++++++++------ src/app/shared/interfaces.shared.ts | 20 +++++- src/app/shared/topic-model.shared.ts | 5 +- src/app/workers/topic-model.worker.ts | 18 +++++ tsconfig.worker.json | 9 +++ 10 files changed, 115 insertions(+), 60 deletions(-) delete mode 100644 src/app/components/processing-modal/processing-modal.component.spec.ts create mode 100644 src/app/workers/topic-model.worker.ts create mode 100644 tsconfig.worker.json diff --git a/angular.json b/angular.json index 23e28ee..f10e412 100644 --- a/angular.json +++ b/angular.json @@ -1,7 +1,8 @@ { "$schema": "./node_modules/@angular/cli/lib/config/schema.json", "cli": { - "schematicCollections": ["@angular-eslint/schematics"] + "schematicCollections": ["@angular-eslint/schematics"], + "analytics": false }, "version": 1, "newProjectRoot": "projects", @@ -35,7 +36,8 @@ "customWebpackConfig": { "path": "./angular.webpack.js", "replaceDuplicatePlugins": true - } + }, + "webWorkerTsConfig": "tsconfig.worker.json" }, "configurations": { "dev": { diff --git a/src/app/components/processing-modal/processing-modal.component.html b/src/app/components/processing-modal/processing-modal.component.html index 33d9c66..1e95167 100644 --- a/src/app/components/processing-modal/processing-modal.component.html +++ b/src/app/components/processing-modal/processing-modal.component.html @@ -16,4 +16,4 @@

Modeling

- \ No newline at end of file + diff --git a/src/app/components/processing-modal/processing-modal.component.spec.ts b/src/app/components/processing-modal/processing-modal.component.spec.ts deleted file mode 100644 index c53555b..0000000 --- a/src/app/components/processing-modal/processing-modal.component.spec.ts +++ /dev/null @@ -1,23 +0,0 @@ -import { ComponentFixture, TestBed } from '@angular/core/testing'; - -import { ProcessingModalComponent } from './processing-modal.component'; - -describe('ProcessingModalComponent', () => { - let component: ProcessingModalComponent; - let fixture: ComponentFixture; - - beforeEach(async () => { - await TestBed.configureTestingModule({ - imports: [ProcessingModalComponent] - }) - .compileComponents(); - - fixture = TestBed.createComponent(ProcessingModalComponent); - component = fixture.componentInstance; - fixture.detectChanges(); - }); - - it('should create', () => { - expect(component).toBeTruthy(); - }); -}); diff --git a/src/app/components/processing-modal/processing-modal.component.ts b/src/app/components/processing-modal/processing-modal.component.ts index c2843f3..8400273 100644 --- a/src/app/components/processing-modal/processing-modal.component.ts +++ b/src/app/components/processing-modal/processing-modal.component.ts @@ -9,7 +9,8 @@ import { Component, EventEmitter, Input, Output } from '@angular/core'; }) export class ProcessingModalComponent { @Input() isActive = false; - @Input() currentProgress = 0; + @Input() currentValue: number = 0; + @Input() maxValue: number = 0; @Output() close = new EventEmitter(); diff --git a/src/app/pages/home/home.component.html b/src/app/pages/home/home.component.html index ee3a3d8..10992df 100644 --- a/src/app/pages/home/home.component.html +++ b/src/app/pages/home/home.component.html @@ -30,9 +30,10 @@

Explore your text collection with topic modeling

type="file" name="text-corpus" accept=".txt" - (change)="onFilesChanged($event)" multiple required + [disabled]="isTraining()" + (change)="onFilesChanged($event)" /> @@ -56,7 +57,7 @@

Explore your text collection with topic modeling

- +

Number of iterations

@@ -64,7 +65,7 @@

Explore your text collection with topic modeling

- +

Number of topics

@@ -72,7 +73,7 @@

Explore your text collection with topic modeling

- +

Alpha

@@ -80,7 +81,7 @@

Explore your text collection with topic modeling

- +

Beta

@@ -94,8 +95,8 @@

Explore your text collection with topic modeling

-{{ currentProgress }} - -@for (topic of topics; track topic.id) { -
{{ topic.score }} {{ topic.topicText }}
-} + diff --git a/src/app/pages/home/home.component.ts b/src/app/pages/home/home.component.ts index 4e6b466..c904d5a 100644 --- a/src/app/pages/home/home.component.ts +++ b/src/app/pages/home/home.component.ts @@ -1,12 +1,12 @@ -import { Component } from '@angular/core'; +import { Component, OnDestroy, OnInit, signal } from '@angular/core'; import { FormsModule } from '@angular/forms'; import { FaIconComponent } from '@fortawesome/angular-fontawesome'; import { faFileArrowUp } from '@fortawesome/free-solid-svg-icons'; import { ProcessingModalComponent } from '../../components/processing-modal/processing-modal.component'; -import { TextCorpus, TextDocument } from '../../shared/interfaces.shared'; +import { TextCorpus, TopicModelOptions } from '../../shared/interfaces.shared'; import { TopicModel } from '../../shared/topic-model.shared'; -import { Maybe, Nullable } from '../../shared/types.shared'; -import { getTokens, getVocabulary, tokenizeText } from '../../shared/utils.shared'; +import { Maybe } from '../../shared/types.shared'; +import { getTokens, getVocabulary } from '../../shared/utils.shared'; @Component({ selector: 'app-home', @@ -15,9 +15,12 @@ import { getTokens, getVocabulary, tokenizeText } from '../../shared/utils.share templateUrl: './home.component.html', styleUrl: './home.component.scss', }) -export class HomeComponent { +export class HomeComponent implements OnInit, OnDestroy { public faFileArrowUp = faFileArrowUp; + public currentIteration = signal(0); + public isTraining = signal(false); + public textCorpus: Maybe; public numDocuments = 0; public model: Maybe; @@ -28,9 +31,35 @@ export class HomeComponent { public beta: number = 0.01; public topics: any[] = []; - public currentProgress: number = 0; - public isTraining: boolean = false; + #worker: Maybe; + + /** + * Initializes the component and creates a new Web Worker. + */ + public ngOnInit(): void { + if (typeof Worker !== 'undefined') { + this.#worker = new Worker(new URL('../../workers/topic-model.worker', import.meta.url)); + + this.#worker.onmessage = (message: MessageEvent<{ model: Maybe; currentIteration: number }>) => { + this.currentIteration.set(message.data.currentIteration); + if (message.data.model) { + this.model = message.data.model; + this.topics = message.data.model.getTopics(); + this.isTraining.set(false); + } + }; + } + } + + /** + * Terminates the Web Worker when the component is destroyed. + */ + public ngOnDestroy(): void { + if (this.#worker) { + this.#worker.terminate(); + } + } /** * Loads and tokenizes the text documents from the file input. @@ -68,20 +97,19 @@ export class HomeComponent { * Trains the topic model on the currently loaded text documents. */ public trainModel(): void { - this.isTraining = true; - - const options = { - numTopics: this.numTopics, - numIterations: this.numIterations, - }; - - const model = new TopicModel(this.textCorpus!, options); - for (let i = 0; i < this.numIterations; i++) { - model.update(); - this.currentProgress = i; + if (!this.#worker || !this.textCorpus) { + // TODO throw error + return; } - this.topics = []; //model.getTopicWords(); - this.isTraining = false; + this.isTraining.set(true); + this.#worker.postMessage({ + textCorpus: this.textCorpus, + options: this.topicModelOptions, + }); + } + + private get topicModelOptions(): TopicModelOptions { + return { numTopics: this.numTopics, numIterations: this.numIterations, alpha: this.alpha, beta: this.beta }; } } diff --git a/src/app/shared/interfaces.shared.ts b/src/app/shared/interfaces.shared.ts index 0df9cd5..cf4e556 100644 --- a/src/app/shared/interfaces.shared.ts +++ b/src/app/shared/interfaces.shared.ts @@ -1,3 +1,6 @@ +import { TopicModel } from "./topic-model.shared"; +import { Maybe } from "./types.shared"; + /** * Represents a token extracted from a text document. */ @@ -71,10 +74,25 @@ export interface TopicModelOptions { * Number of iterations to run the Gibbs sampler. */ numIterations: number; + + /** + * Dirichlet parameter for the document-topic distribution. + */ + alpha: number; + + /** + * Dirichlet parameter for the topic-word distribution. + */ + beta: number; } export interface Topic { id: number; words: string[]; weights: number[]; -} \ No newline at end of file +} + +export interface WorkerMessage { + currentIteration: number; + model: Maybe; +} diff --git a/src/app/shared/topic-model.shared.ts b/src/app/shared/topic-model.shared.ts index d5bc5a5..14f1478 100644 --- a/src/app/shared/topic-model.shared.ts +++ b/src/app/shared/topic-model.shared.ts @@ -178,10 +178,11 @@ export class TopicModel { this.calcDominantTopic(); - let topicData = topicTopWords.map((words, index) => { + /*let topicData = topicTopWords.map((words, index) => { return { id: index, topicText: words, score: this.topicScores[index] }; }); - return topicData; + return topicData;*/ + return []; } calcDominantTopic() { diff --git a/src/app/workers/topic-model.worker.ts b/src/app/workers/topic-model.worker.ts new file mode 100644 index 0000000..38912e8 --- /dev/null +++ b/src/app/workers/topic-model.worker.ts @@ -0,0 +1,18 @@ +/// + +import { TextCorpus, TopicModelOptions, WorkerMessage } from '../shared/interfaces.shared'; +import { TopicModel } from '../shared/topic-model.shared'; + +addEventListener('message', (message: MessageEvent<{ textCorpus: TextCorpus; options: TopicModelOptions }>) => { + const model = new TopicModel(message.data.textCorpus, message.data.options); + + console.error("START TRAINING") + + for (let i = 0; i < message.data.options.numIterations; i++) { + console.error(i) + model.update(); + postMessage({ currentIteration: i + 1 }); + } + + postMessage({ currentIteration: message.data.options.numIterations, model }); +}); diff --git a/tsconfig.worker.json b/tsconfig.worker.json new file mode 100644 index 0000000..6cc331e --- /dev/null +++ b/tsconfig.worker.json @@ -0,0 +1,9 @@ +{ + "extends": "./tsconfig.json", + "compilerOptions": { + "outDir": "./out-tsc/worker", + "lib": ["es2018", "webworker"], + "types": [] + }, + "include": ["src/**/*.worker.ts"] +} From 98effb0ffaecff1217394f693b51752b4aec5acd Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 10 Sep 2024 18:27:10 +0200 Subject: [PATCH 35/70] feat: add toast component --- src/app/components/toast/toast.component.html | 11 ++++++++ src/app/components/toast/toast.component.scss | 8 ++++++ src/app/components/toast/toast.component.ts | 28 +++++++++++++++++++ 3 files changed, 47 insertions(+) create mode 100644 src/app/components/toast/toast.component.html create mode 100644 src/app/components/toast/toast.component.scss create mode 100644 src/app/components/toast/toast.component.ts diff --git a/src/app/components/toast/toast.component.html b/src/app/components/toast/toast.component.html new file mode 100644 index 0000000..a8dbcaf --- /dev/null +++ b/src/app/components/toast/toast.component.html @@ -0,0 +1,11 @@ +
+
+ {{ message }} +
+
diff --git a/src/app/components/toast/toast.component.scss b/src/app/components/toast/toast.component.scss new file mode 100644 index 0000000..0c8fa14 --- /dev/null +++ b/src/app/components/toast/toast.component.scss @@ -0,0 +1,8 @@ +.toast-container { + position: fixed; + bottom: 20px; + left: 50%; + transform: translateX(-50%); + z-index: 1000; + width: 500px; +} diff --git a/src/app/components/toast/toast.component.ts b/src/app/components/toast/toast.component.ts new file mode 100644 index 0000000..95cbdce --- /dev/null +++ b/src/app/components/toast/toast.component.ts @@ -0,0 +1,28 @@ +import { Component, Input } from '@angular/core'; + +@Component({ + selector: 'app-toast', + templateUrl: 'toast.component.html', + styleUrl: 'toast.component.scss', + standalone: true, +}) +export class ToastComponent { + @Input() message: string = ''; + @Input() type: 'info' | 'success' | 'warning' | 'danger' = 'info'; + + public get isInfo(): boolean { + return this.type === 'info'; + } + + public get isSuccess(): boolean { + return this.type === 'success'; + } + + public get isWarning(): boolean { + return this.type === 'warning'; + } + + public get isDanger(): boolean { + return this.type === 'danger'; + } +} From 7232b89f299883daf1209b4b01ceeb7d5ef3c774 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 10 Sep 2024 18:28:21 +0200 Subject: [PATCH 36/70] feat: add toast service --- src/app/services/toast.service.ts | 55 +++++++++++++++++++++++++++++++ 1 file changed, 55 insertions(+) create mode 100644 src/app/services/toast.service.ts diff --git a/src/app/services/toast.service.ts b/src/app/services/toast.service.ts new file mode 100644 index 0000000..cc6b5a2 --- /dev/null +++ b/src/app/services/toast.service.ts @@ -0,0 +1,55 @@ +import { ComponentRef, Injectable, ViewContainerRef } from '@angular/core'; +import { ToastComponent } from '../components/toast/toast.component'; +import { Maybe } from '../shared/types.shared'; + +@Injectable() +export class ToastService { + #toastComponentRef: Maybe>; + #viewContainerRef: Maybe; + + /** + * Sets the view container reference for the toast service. + */ + public setViewContainerRef(viewContainerRef: ViewContainerRef) { + this.#viewContainerRef = viewContainerRef; + } + + /** + * Shows a danger toast with the given message. + */ + public showDangerToast(message: string, duration: number = 3000) { + this.showToast('danger', message, duration); + } + + /** + * Shows a warning toast with the given message. + */ + public showWarningToast(message: string, duration: number = 3000) { + this.showToast('warning', message, duration); + } + + /** + * Shows a toast of given type with the given message. + */ + public showToast(type: 'warning' | 'danger', message: string, duration: number = 3000) { + if (this.#toastComponentRef || !this.#viewContainerRef) { + return; + } + + this.#toastComponentRef = this.#viewContainerRef.createComponent(ToastComponent); + this.#toastComponentRef.instance.message = message; + this.#toastComponentRef.instance.type = type; + + setTimeout(() => this.closeToast(), duration); + } + + /** + * Closes the toast. + */ + public closeToast() { + if (this.#toastComponentRef) { + this.#toastComponentRef.destroy(); + this.#toastComponentRef = undefined; + } + } +} From 09bd8cd0a94b2009d17b436322b50f00edd050d0 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 10 Sep 2024 18:28:58 +0200 Subject: [PATCH 37/70] feat: comments --- src/app/workers/topic-model.worker.ts | 19 ++++++++++++------- 1 file changed, 12 insertions(+), 7 deletions(-) diff --git a/src/app/workers/topic-model.worker.ts b/src/app/workers/topic-model.worker.ts index 38912e8..98a2196 100644 --- a/src/app/workers/topic-model.worker.ts +++ b/src/app/workers/topic-model.worker.ts @@ -1,18 +1,23 @@ /// -import { TextCorpus, TopicModelOptions, WorkerMessage } from '../shared/interfaces.shared'; +import { TextCorpus, TopicModelOptions } from '../shared/interfaces.shared'; import { TopicModel } from '../shared/topic-model.shared'; -addEventListener('message', (message: MessageEvent<{ textCorpus: TextCorpus; options: TopicModelOptions }>) => { - const model = new TopicModel(message.data.textCorpus, message.data.options); +addEventListener('message', onTrainTopicModel); - console.error("START TRAINING") +/** + * Trains a topic model using the given text corpus and options. + * + * @param message The message containing the text corpus and options. + */ +export function onTrainTopicModel(message: MessageEvent<{ textCorpus: TextCorpus; options: TopicModelOptions }>): void { + const model = new TopicModel(message.data.textCorpus, message.data.options); for (let i = 0; i < message.data.options.numIterations; i++) { - console.error(i) model.update(); - postMessage({ currentIteration: i + 1 }); + + postMessage({ currentIteration: i + 1, topics: model.getTopics(5) }); } postMessage({ currentIteration: message.data.options.numIterations, model }); -}); +} From faa834211227af6569848bff649efb9c57cd9284 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 10 Sep 2024 18:29:16 +0200 Subject: [PATCH 38/70] feat: worker message interface --- src/app/shared/interfaces.shared.ts | 43 +++++++++++++++++++++++++++-- 1 file changed, 41 insertions(+), 2 deletions(-) diff --git a/src/app/shared/interfaces.shared.ts b/src/app/shared/interfaces.shared.ts index cf4e556..d085fe2 100644 --- a/src/app/shared/interfaces.shared.ts +++ b/src/app/shared/interfaces.shared.ts @@ -86,13 +86,52 @@ export interface TopicModelOptions { beta: number; } +/** + * Represents a topic. + */ export interface Topic { + /** + * ID of the topic. + */ id: number; - words: string[]; - weights: number[]; + + /** + * Words and their weights of the topic. + */ + words: TopicWord[]; } +/** + * Represents a word in a topic. + */ +export interface TopicWord { + /** + * The word. + */ + text: string; + + /** + * The weight of the word in the topic. + */ + weight: number; +} + +/** + * Represents a message sent from the Web Worker. + */ export interface WorkerMessage { + /** + * The current iteration of the Gibbs sampler. + */ currentIteration: number; + + /** + * Maybe the topic model. + */ model: Maybe; + + /** + * Current topics. + */ + topics: Topic[]; } From 5f93ad1c8e9774881bcfda57ae022613d6aa115c Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 10 Sep 2024 18:29:38 +0200 Subject: [PATCH 39/70] feat: get topics --- src/app/shared/topic-model.shared.ts | 39 ++++++++++------------------ 1 file changed, 14 insertions(+), 25 deletions(-) diff --git a/src/app/shared/topic-model.shared.ts b/src/app/shared/topic-model.shared.ts index 14f1478..e4eb0c4 100644 --- a/src/app/shared/topic-model.shared.ts +++ b/src/app/shared/topic-model.shared.ts @@ -1,4 +1,5 @@ import { TextCorpus, Topic } from './interfaces.shared'; +import { Maybe } from './types.shared'; import { getZeroVector } from './utils.shared'; interface TopicModelOptions { @@ -81,6 +82,9 @@ export class TopicModel { return topicNormalizer; } + /** + * Sorts the topic words. + */ private sortTopicWords(): void { this.topicWordCounts = []; for (let topic = 0; topic < this.numTopics; topic++) { @@ -101,6 +105,9 @@ export class TopicModel { } } + /** + * Updates the topic model (i.e. one iteration). + */ public update(): void { const topicNormalizer = this.getTopicNormalizer(); @@ -149,40 +156,22 @@ export class TopicModel { } textDocument.topicCounts[token.topic]++; - topicNormalizer[token.topic] = - 1.0 / (this.vocabSize * this.topicWordSmoothing + this.tokensPerTopic[token.topic]); + topicNormalizer[token.topic] = 1.0 / (this.vocabSize * this.topicWordSmoothing + this.tokensPerTopic[token.topic]); } } this.sortTopicWords(); } - topNWords(wordCounts: any, n: any) { - return wordCounts - .slice(0, n) - .map((d: { word: any; }) => { - return d.word; - }) - .join(' '); - } - - public getTopics(): Topic[] { - const topics = []; + public getTopics(numWords: Maybe): Topic[] { + const topics: Topic[] = []; - for (const topic of this.topicWordCounts) { - topics.push(topic.slice(0, 1_000)); + let id = 0; + for (const words of this.topicWordCounts) { + topics.push({ id, words: words.slice(0, numWords) }); } - - - - this.calcDominantTopic(); - - /*let topicData = topicTopWords.map((words, index) => { - return { id: index, topicText: words, score: this.topicScores[index] }; - }); - return topicData;*/ - return []; + return topics; } calcDominantTopic() { From 854663c983c5037955c537a6b2cbd9b8db56398e Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 10 Sep 2024 18:30:02 +0200 Subject: [PATCH 40/70] feat: add training modal --- src/app/pages/home/home.component.html | 17 ++++- src/app/pages/home/home.component.ts | 90 ++++++++++++++++++++------ 2 files changed, 85 insertions(+), 22 deletions(-) diff --git a/src/app/pages/home/home.component.html b/src/app/pages/home/home.component.html index 10992df..22009cc 100644 --- a/src/app/pages/home/home.component.html +++ b/src/app/pages/home/home.component.html @@ -95,8 +95,19 @@

Explore your text collection with topic modeling

- + + [topics]="topics" + (cancel)="onCancel()" +> + + +@if (!isTraining() && topics) { + +} + + + diff --git a/src/app/pages/home/home.component.ts b/src/app/pages/home/home.component.ts index c904d5a..c1cd214 100644 --- a/src/app/pages/home/home.component.ts +++ b/src/app/pages/home/home.component.ts @@ -1,21 +1,33 @@ -import { Component, OnDestroy, OnInit, signal } from '@angular/core'; +import { + AfterViewInit, + Component, + inject, + OnDestroy, + OnInit, + signal, + ViewChild, + ViewContainerRef, +} from '@angular/core'; import { FormsModule } from '@angular/forms'; import { FaIconComponent } from '@fortawesome/angular-fontawesome'; import { faFileArrowUp } from '@fortawesome/free-solid-svg-icons'; -import { ProcessingModalComponent } from '../../components/processing-modal/processing-modal.component'; -import { TextCorpus, TopicModelOptions } from '../../shared/interfaces.shared'; +import { ProcessingModalComponent } from '../../components/training-modal/training-modal.component'; +import { ToastService } from '../../services/toast.service'; +import { TextCorpus, TopicModelOptions, WorkerMessage } from '../../shared/interfaces.shared'; import { TopicModel } from '../../shared/topic-model.shared'; import { Maybe } from '../../shared/types.shared'; import { getTokens, getVocabulary } from '../../shared/utils.shared'; +import { TopicsTableComponent } from "../../components/topics-table/topics-table.component"; @Component({ selector: 'app-home', standalone: true, - imports: [FaIconComponent, FormsModule, ProcessingModalComponent], + imports: [FaIconComponent, FormsModule, ProcessingModalComponent, TopicsTableComponent], + providers: [ToastService], templateUrl: './home.component.html', styleUrl: './home.component.scss', }) -export class HomeComponent implements OnInit, OnDestroy { +export class HomeComponent implements OnInit, OnDestroy, AfterViewInit { public faFileArrowUp = faFileArrowUp; public currentIteration = signal(0); @@ -33,22 +45,48 @@ export class HomeComponent implements OnInit, OnDestroy { public topics: any[] = []; #worker: Maybe; + #toastService = inject(ToastService); + + @ViewChild('toastContainer', { read: ViewContainerRef }) viewContainerRef!: ViewContainerRef; /** * Initializes the component and creates a new Web Worker. */ public ngOnInit(): void { + this.setWorker(); + } + + /** + * Sets the view container reference for the toast service. + */ + public ngAfterViewInit(): void { + this.#toastService.setViewContainerRef(this.viewContainerRef); + } + + /** + * Creates a new Web Worker for training the topic model. + */ + private setWorker(): void { if (typeof Worker !== 'undefined') { this.#worker = new Worker(new URL('../../workers/topic-model.worker', import.meta.url)); - this.#worker.onmessage = (message: MessageEvent<{ model: Maybe; currentIteration: number }>) => { - this.currentIteration.set(message.data.currentIteration); - if (message.data.model) { - this.model = message.data.model; - this.topics = message.data.model.getTopics(); - this.isTraining.set(false); - } - }; + this.#worker.onmessage = this.onMessage.bind(this); + } else { + this.#toastService.showDangerToast('Sorry, your browser does not support Web Workers.'); + } + } + + /** + * Handles the message event from the Web Worker. + */ + private onMessage(message: MessageEvent): void { + this.currentIteration.set(message.data.currentIteration); + this.topics = message.data.topics; + + if (message.data.currentIteration === this.numIterations) { + this.isTraining.set(false); + this.model = message.data.model; + this.topics = message.data.model?.getTopics(5) ?? []; } } @@ -66,7 +104,7 @@ export class HomeComponent implements OnInit, OnDestroy { */ public async onFilesChanged(event: Event): Promise { if (!(event.target instanceof HTMLInputElement) || !event.target.files) { - // TODO throw error + this.#toastService.showDangerToast('No files selected'); return; } @@ -98,17 +136,31 @@ export class HomeComponent implements OnInit, OnDestroy { */ public trainModel(): void { if (!this.#worker || !this.textCorpus) { - // TODO throw error + this.#toastService.showDangerToast('Sorry, cannot start training.'); return; } this.isTraining.set(true); - this.#worker.postMessage({ - textCorpus: this.textCorpus, - options: this.topicModelOptions, - }); + this.#worker.postMessage({ textCorpus: this.textCorpus, options: this.topicModelOptions }); + } + + /** + * Cancels the training of the topic model and resets the worker. + */ + public onCancel(): void { + if (this.#worker) { + this.#worker.terminate(); + } + + this.currentIteration.set(0); + this.isTraining.set(false); + + this.setWorker(); } + /** + * Current options for the topic model. + */ private get topicModelOptions(): TopicModelOptions { return { numTopics: this.numTopics, numIterations: this.numIterations, alpha: this.alpha, beta: this.beta }; } From d7b13de8a7eca316fedbeecf709d162173765e95 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 10 Sep 2024 18:30:48 +0200 Subject: [PATCH 41/70] feat: topics table --- .../topics-table/topics-table.component.html | 13 +++++++++++++ .../topics-table/topics-table.component.scss | 14 ++++++++++++++ .../topics-table/topics-table.component.ts | 12 ++++++++++++ 3 files changed, 39 insertions(+) create mode 100644 src/app/components/topics-table/topics-table.component.html create mode 100644 src/app/components/topics-table/topics-table.component.scss create mode 100644 src/app/components/topics-table/topics-table.component.ts diff --git a/src/app/components/topics-table/topics-table.component.html b/src/app/components/topics-table/topics-table.component.html new file mode 100644 index 0000000..4e61a86 --- /dev/null +++ b/src/app/components/topics-table/topics-table.component.html @@ -0,0 +1,13 @@ +
+ + + @for (topic of topics; track topic.id) { + + @for (word of topic.words; track word) { + + } + + } + +
{{ word.word }}
+
diff --git a/src/app/components/topics-table/topics-table.component.scss b/src/app/components/topics-table/topics-table.component.scss new file mode 100644 index 0000000..9d95d68 --- /dev/null +++ b/src/app/components/topics-table/topics-table.component.scss @@ -0,0 +1,14 @@ +table { + width: 100%; +} + +table td { + white-space: nowrap; + overflow: hidden; + text-overflow: ellipsis; +} + +table td, +table th { + width: 20%; +} diff --git a/src/app/components/topics-table/topics-table.component.ts b/src/app/components/topics-table/topics-table.component.ts new file mode 100644 index 0000000..5f09d74 --- /dev/null +++ b/src/app/components/topics-table/topics-table.component.ts @@ -0,0 +1,12 @@ +import { Component, Input } from '@angular/core'; +import { Topic } from '../../shared/interfaces.shared'; + +@Component({ + selector: 'app-topics-table', + templateUrl: './topics-table.component.html', + styleUrl: './topics-table.component.scss', + standalone: true, +}) +export class TopicsTableComponent { + @Input() topics!: Topic[]; +} From 56d785ce7e241261616be68f05af006dcfa57ba1 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 10 Sep 2024 18:31:13 +0200 Subject: [PATCH 42/70] feat: training modal --- package-lock.json | 74 +++++++++---------- .../processing-modal.component.html | 19 ----- .../processing-modal.component.ts | 20 ----- .../training-modal.component.html | 19 +++++ .../training-modal.component.scss} | 0 .../training-modal.component.ts | 22 ++++++ 6 files changed, 75 insertions(+), 79 deletions(-) delete mode 100644 src/app/components/processing-modal/processing-modal.component.html delete mode 100644 src/app/components/processing-modal/processing-modal.component.ts create mode 100644 src/app/components/training-modal/training-modal.component.html rename src/app/components/{processing-modal/processing-modal.component.scss => training-modal/training-modal.component.scss} (100%) create mode 100644 src/app/components/training-modal/training-modal.component.ts diff --git a/package-lock.json b/package-lock.json index fd5a872..337c846 100644 --- a/package-lock.json +++ b/package-lock.json @@ -3556,9 +3556,9 @@ } }, "node_modules/@inquirer/expand": { - "version": "2.2.0", - "resolved": "https://registry.npmjs.org/@inquirer/expand/-/expand-2.2.0.tgz", - "integrity": "sha512-PD0z1dTRTIlpcnXRMRvdVPfBe10jBf4i7YLBU8tNWDkf3HxqmdymVvqnT8XG+hxQSvqfpJCe13Jv2Iv1eB3bIg==", + "version": "2.3.0", + "resolved": "https://registry.npmjs.org/@inquirer/expand/-/expand-2.3.0.tgz", + "integrity": "sha512-qnJsUcOGCSG1e5DTOErmv2BPQqrtT6uzqn1vI/aYGiPKq+FgslGZmtdnXbhuI7IlT7OByDoEEqdnhUnVR2hhLw==", "dev": true, "dependencies": { "@inquirer/core": "^9.1.0", @@ -6655,9 +6655,9 @@ } }, "node_modules/acorn-walk": { - "version": "8.3.3", - "resolved": "https://registry.npmjs.org/acorn-walk/-/acorn-walk-8.3.3.tgz", - "integrity": "sha512-MxXdReSRhGO7VlFe1bRG/oI7/mdLV9B9JJT0N8vZOhF7gFRR5l3M8W9G8JxmKV+JC5mGqJ0QvqfSOLsCPa4nUw==", + "version": "8.3.4", + "resolved": "https://registry.npmjs.org/acorn-walk/-/acorn-walk-8.3.4.tgz", + "integrity": "sha512-ueEepnujpqee2o5aIYnvHU6C0A42MNdsIDeqy5BydrkuC5R1ZuUFnm27EeFJGoEHJQgn3uleRvmTXaJgfXbt4g==", "dev": true, "dependencies": { "acorn": "^8.11.0" @@ -8376,9 +8376,9 @@ } }, "node_modules/caniuse-lite": { - "version": "1.0.30001657", - "resolved": "https://registry.npmjs.org/caniuse-lite/-/caniuse-lite-1.0.30001657.tgz", - "integrity": "sha512-DPbJAlP8/BAXy3IgiWmZKItubb3TYGP0WscQQlVGIfT4s/YlFYVuJgyOsQNP7rJRChx/qdMeLJQJP0Sgg2yjNA==", + "version": "1.0.30001659", + "resolved": "https://registry.npmjs.org/caniuse-lite/-/caniuse-lite-1.0.30001659.tgz", + "integrity": "sha512-Qxxyfv3RdHAfJcXelgf0hU4DFUVXBGTjqrBUZLUh8AtlGnsDo+CnncYtTd95+ZKfnANUOzxyIQCuU/UeBZBYoA==", "dev": true, "funding": [ { @@ -8504,9 +8504,9 @@ } }, "node_modules/cjs-module-lexer": { - "version": "1.4.0", - "resolved": "https://registry.npmjs.org/cjs-module-lexer/-/cjs-module-lexer-1.4.0.tgz", - "integrity": "sha512-N1NGmowPlGBLsOZLPvm48StN04V4YvQRL0i6b7ctrVY3epjP/ct7hFLOItz6pDIvRjwpfPxi52a2UWV2ziir8g==", + "version": "1.4.1", + "resolved": "https://registry.npmjs.org/cjs-module-lexer/-/cjs-module-lexer-1.4.1.tgz", + "integrity": "sha512-cuSVIHi9/9E/+821Qjdvngor+xpnlwnuwIyZOaLmHBVdXL+gP+I6QQB9VkO7RI77YIcTV+S1W9AreJ5eN63JBA==", "dev": true }, "node_modules/clean-stack": { @@ -9504,12 +9504,12 @@ } }, "node_modules/debug": { - "version": "4.3.6", - "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.6.tgz", - "integrity": "sha512-O/09Bd4Z1fBrU4VzkhFqVgpPzaGbw6Sm9FEkBT1A/YBXQFGuuSxa1dN2nxgxS34JmKXqYx8CZAwEVoJFImUXIg==", + "version": "4.3.7", + "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.7.tgz", + "integrity": "sha512-Er2nc/H7RrMXZBFCEim6TCmMk02Z8vLC2Rbi1KEBggpo0fS6l0S1nnapwmIi3yW/+GOJap1Krg4w0Hg80oCqgQ==", "dev": true, "dependencies": { - "ms": "2.1.2" + "ms": "^2.1.3" }, "engines": { "node": ">=6.0" @@ -10154,9 +10154,9 @@ } }, "node_modules/electron": { - "version": "30.4.0", - "resolved": "https://registry.npmjs.org/electron/-/electron-30.4.0.tgz", - "integrity": "sha512-ric3KLPQ9anXYjtTDkj5NbEcXZqRUwqxrxTviIjLdMdHqd5O+hkSHEzXgbSJUOt+7uw+zZuybn9+IM9y7iEpqg==", + "version": "30.5.0", + "resolved": "https://registry.npmjs.org/electron/-/electron-30.5.0.tgz", + "integrity": "sha512-20c774PEsCFRzIgpZIaY6t/wTYxam0MfxQt5t+wG8aStHsl81FchUyLbDo4a59goqE7mHjLOdBDlxmZk88IgRw==", "dev": true, "hasInstallScript": true, "dependencies": { @@ -10597,9 +10597,9 @@ } }, "node_modules/electron-to-chromium": { - "version": "1.5.14", - "resolved": "https://registry.npmjs.org/electron-to-chromium/-/electron-to-chromium-1.5.14.tgz", - "integrity": "sha512-bEfPECb3fJ15eaDnu9LEJ2vPGD6W1vt7vZleSVyFhYuMIKm3vz/g9lt7IvEzgdwj58RjbPKUF2rXTCN/UW47tQ==", + "version": "1.5.18", + "resolved": "https://registry.npmjs.org/electron-to-chromium/-/electron-to-chromium-1.5.18.tgz", + "integrity": "sha512-1OfuVACu+zKlmjsNdcJuVQuVE61sZOLbNM4JAQ1Rvh6EOj0/EUKhMJjRH73InPlXSh8HIJk1cVZ8pyOV/FMdUQ==", "dev": true }, "node_modules/elliptic": { @@ -11049,9 +11049,9 @@ } }, "node_modules/eslint-module-utils": { - "version": "2.9.0", - "resolved": "https://registry.npmjs.org/eslint-module-utils/-/eslint-module-utils-2.9.0.tgz", - "integrity": "sha512-McVbYmwA3NEKwRQY5g4aWMdcZE5xZxV8i8l7CqJSrameuGSQJtSWaL/LxTEzSKKaCcOhlpDR8XEfYXWPrdo/ZQ==", + "version": "2.11.0", + "resolved": "https://registry.npmjs.org/eslint-module-utils/-/eslint-module-utils-2.11.0.tgz", + "integrity": "sha512-gbBE5Hitek/oG6MUVj6sFuzEjA/ClzNflVrLovHi/JgLdC7fiN5gLAY1WIPW1a0V5I999MnsrvVrCOGmmVqDBQ==", "dev": true, "dependencies": { "debug": "^3.2.7" @@ -12024,9 +12024,9 @@ "dev": true }, "node_modules/follow-redirects": { - "version": "1.15.8", - "resolved": "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.15.8.tgz", - "integrity": "sha512-xgrmBhBToVKay1q2Tao5LI26B83UhrB/vM1avwVSDzt8rx3rO6AizBAaF46EgksTVr+rFTQaqZZ9MVBfUe4nig==", + "version": "1.15.9", + "resolved": "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.15.9.tgz", + "integrity": "sha512-gew4GsXizNgdoRyqmyfMHyAmXsZDk6mHkSxZFCzW9gwlbtOW44CDtYavM+y+72qD/Vq2l550kMF52DT8fOLJqQ==", "dev": true, "funding": [ { @@ -17093,9 +17093,9 @@ } }, "node_modules/ms": { - "version": "2.1.2", - "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.2.tgz", - "integrity": "sha512-sGkPx+VjMtmA6MX27oA4FBFELFCZZ4S4XqeGOXCv68tT+jb3vk/RyaKWP0PTKyWtmLSM0b+adUTEvbs1PEaH2w==", + "version": "2.1.3", + "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.3.tgz", + "integrity": "sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA==", "dev": true }, "node_modules/msgpackr": { @@ -20026,12 +20026,6 @@ "node": ">=4" } }, - "node_modules/send/node_modules/ms": { - "version": "2.1.3", - "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.3.tgz", - "integrity": "sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA==", - "dev": true - }, "node_modules/serialize-error": { "version": "7.0.1", "resolved": "https://registry.npmjs.org/serialize-error/-/serialize-error-7.0.1.tgz", @@ -20473,9 +20467,9 @@ } }, "node_modules/source-map-js": { - "version": "1.2.0", - "resolved": "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.0.tgz", - "integrity": "sha512-itJW8lvSA0TXEphiRoawsCksnlf8SyvmFzIhltqAHluXd88pkCd+cXJVHTDwdCr0IzwptSm035IHQktUu1QUMg==", + "version": "1.2.1", + "resolved": "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.1.tgz", + "integrity": "sha512-UXWMKhLOwVKb728IUtQPXxfYU+usdybtUrK/8uGE8CQMvrhOpwvzDBwj0QhSL7MQc7vIsISBG8VQ8+IDQxpfQA==", "dev": true, "engines": { "node": ">=0.10.0" diff --git a/src/app/components/processing-modal/processing-modal.component.html b/src/app/components/processing-modal/processing-modal.component.html deleted file mode 100644 index 1e95167..0000000 --- a/src/app/components/processing-modal/processing-modal.component.html +++ /dev/null @@ -1,19 +0,0 @@ -
-
-
-
-

Modeling

- Modeling -
-
- -
-
-
- -
-
-
-
- - diff --git a/src/app/components/processing-modal/processing-modal.component.ts b/src/app/components/processing-modal/processing-modal.component.ts deleted file mode 100644 index 8400273..0000000 --- a/src/app/components/processing-modal/processing-modal.component.ts +++ /dev/null @@ -1,20 +0,0 @@ -import { Component, EventEmitter, Input, Output } from '@angular/core'; - -@Component({ - selector: 'app-processing-modal', - standalone: true, - imports: [], - templateUrl: './processing-modal.component.html', - styleUrl: './processing-modal.component.scss' -}) -export class ProcessingModalComponent { - @Input() isActive = false; - @Input() currentValue: number = 0; - @Input() maxValue: number = 0; - @Output() close = new EventEmitter(); - - - public onClose(): void { - this.close.emit(); - } -} diff --git a/src/app/components/training-modal/training-modal.component.html b/src/app/components/training-modal/training-modal.component.html new file mode 100644 index 0000000..a46a4de --- /dev/null +++ b/src/app/components/training-modal/training-modal.component.html @@ -0,0 +1,19 @@ +
+
+
+
+ + + +
+
+ + +
+
+
+ +
+
+
+
diff --git a/src/app/components/processing-modal/processing-modal.component.scss b/src/app/components/training-modal/training-modal.component.scss similarity index 100% rename from src/app/components/processing-modal/processing-modal.component.scss rename to src/app/components/training-modal/training-modal.component.scss diff --git a/src/app/components/training-modal/training-modal.component.ts b/src/app/components/training-modal/training-modal.component.ts new file mode 100644 index 0000000..3c64f13 --- /dev/null +++ b/src/app/components/training-modal/training-modal.component.ts @@ -0,0 +1,22 @@ +import { Component, EventEmitter, Input, Output } from '@angular/core'; +import { TopicsTableComponent } from '../topics-table/topics-table.component'; + +@Component({ + selector: 'app-training-modal', + standalone: true, + imports: [TopicsTableComponent], + templateUrl: './training-modal.component.html', + styleUrl: './training-modal.component.scss', +}) +export class ProcessingModalComponent { + @Input() isActive = false; + @Input() currentValue: number = 0; + @Input() maxValue: number = 0; + @Input() topics: any[] = []; + @Output() cancel = new EventEmitter(); + + public onCancel(): void { + this.cancel.emit(); + this.isActive = false; + } +} From f38b99757dcd430530d5bab4af2a94eada274678 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 10 Sep 2024 18:31:32 +0200 Subject: [PATCH 43/70] feat: formatting --- .../components/training-modal/training-modal.component.html | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/src/app/components/training-modal/training-modal.component.html b/src/app/components/training-modal/training-modal.component.html index a46a4de..e1b292e 100644 --- a/src/app/components/training-modal/training-modal.component.html +++ b/src/app/components/training-modal/training-modal.component.html @@ -2,9 +2,8 @@
- - - + +
From 9ced93dee7010f6fc68aaf7e5dd94ec403115fef Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 10 Sep 2024 18:32:53 +0200 Subject: [PATCH 44/70] feat: update dependencies --- package-lock.json | 247 +++++++++++++++++++++++++++++++--------------- 1 file changed, 165 insertions(+), 82 deletions(-) diff --git a/package-lock.json b/package-lock.json index 337c846..bbe9a76 100644 --- a/package-lock.json +++ b/package-lock.json @@ -2578,11 +2578,12 @@ } }, "node_modules/@electron/asar": { - "version": "3.2.10", - "resolved": "https://registry.npmjs.org/@electron/asar/-/asar-3.2.10.tgz", - "integrity": "sha512-mvBSwIBUeiRscrCeJE1LwctAriBj65eUDm0Pc11iE5gRwzkmsdbS7FnZ1XUWjpSeQWL1L5g12Fc/SchPM9DUOw==", + "version": "3.2.11", + "resolved": "https://registry.npmjs.org/@electron/asar/-/asar-3.2.11.tgz", + "integrity": "sha512-L373+owaTGjko13wS/KlbxC4cyqwTmWg740nb3pwQSmV0kcoS1oP/JE5WfyRkNbhw3GFzJXk0y3pBawgXNc5oA==", "dev": true, "dependencies": { + "@types/glob": "^7.1.0", "commander": "^5.0.0", "glob": "^7.1.6", "minimatch": "^3.0.4" @@ -3714,9 +3715,9 @@ } }, "node_modules/@isaacs/cliui/node_modules/ansi-regex": { - "version": "6.0.1", - "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.0.1.tgz", - "integrity": "sha512-n5M855fKb2SsfMIiFFoVrABHJC8QtHwVx+mHWP3QcEqBHYienj5dHSgjbxtC0WEZXYt4wcD6zrQElDPhFuZgfA==", + "version": "6.1.0", + "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.1.0.tgz", + "integrity": "sha512-7HSX4QQb4CspciLpVFwyRe79O3xsIZDDLER21kERQ71oaPodF8jL725AgJMFAYbooIqolJoRLuM81SpeUkpkvA==", "dev": true, "engines": { "node": ">=12" @@ -5830,6 +5831,16 @@ "@types/node": "*" } }, + "node_modules/@types/glob": { + "version": "7.2.0", + "resolved": "https://registry.npmjs.org/@types/glob/-/glob-7.2.0.tgz", + "integrity": "sha512-ZUxbzKl0IfJILTS6t7ip5fQQM/J3TJYubDm3nMbgubNNYS62eXeUpoLUC8/7fJNiFYHTrGPQn7hspDUzIHX3UA==", + "dev": true, + "dependencies": { + "@types/minimatch": "*", + "@types/node": "*" + } + }, "node_modules/@types/graceful-fs": { "version": "4.1.9", "resolved": "https://registry.npmjs.org/@types/graceful-fs/-/graceful-fs-4.1.9.tgz", @@ -5921,6 +5932,12 @@ "integrity": "sha512-/pyBZWSLD2n0dcHE3hq8s8ZvcETHtEuF+3E7XVt0Ig2nvsVQXdghHVcEkIWjy9A0wKfTn97a/PSDYohKIlnP/w==", "dev": true }, + "node_modules/@types/minimatch": { + "version": "5.1.2", + "resolved": "https://registry.npmjs.org/@types/minimatch/-/minimatch-5.1.2.tgz", + "integrity": "sha512-K0VQKziLUWkVKiRVrx4a40iPaxTUefQmjtkQofBkYRcoaaL/8rhwDWww9qWbrgicNOgnpIsMxyNIUM4+n6dUIA==", + "dev": true + }, "node_modules/@types/ms": { "version": "0.7.34", "resolved": "https://registry.npmjs.org/@types/ms/-/ms-0.7.34.tgz", @@ -6275,16 +6292,16 @@ } }, "node_modules/@typescript-eslint/utils": { - "version": "8.4.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/utils/-/utils-8.4.0.tgz", - "integrity": "sha512-swULW8n1IKLjRAgciCkTCafyTHHfwVQFt8DovmaF69sKbOxTSFMmIZaSHjqO9i/RV0wIblaawhzvtva8Nmm7lQ==", + "version": "8.5.0", + "resolved": "https://registry.npmjs.org/@typescript-eslint/utils/-/utils-8.5.0.tgz", + "integrity": "sha512-6yyGYVL0e+VzGYp60wvkBHiqDWOpT63pdMV2CVG4LVDd5uR6q1qQN/7LafBZtAtNIn/mqXjsSeS5ggv/P0iECw==", "dev": true, "peer": true, "dependencies": { "@eslint-community/eslint-utils": "^4.4.0", - "@typescript-eslint/scope-manager": "8.4.0", - "@typescript-eslint/types": "8.4.0", - "@typescript-eslint/typescript-estree": "8.4.0" + "@typescript-eslint/scope-manager": "8.5.0", + "@typescript-eslint/types": "8.5.0", + "@typescript-eslint/typescript-estree": "8.5.0" }, "engines": { "node": "^18.18.0 || ^20.9.0 || >=21.1.0" @@ -6298,14 +6315,14 @@ } }, "node_modules/@typescript-eslint/utils/node_modules/@typescript-eslint/scope-manager": { - "version": "8.4.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/scope-manager/-/scope-manager-8.4.0.tgz", - "integrity": "sha512-n2jFxLeY0JmKfUqy3P70rs6vdoPjHK8P/w+zJcV3fk0b0BwRXC/zxRTEnAsgYT7MwdQDt/ZEbtdzdVC+hcpF0A==", + "version": "8.5.0", + 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"sha512-qqWzuOjSFOuqPjFe4NOsMLafToQQwBSOEpS+FwEt3A2V3vKubTquT3vmLTQpFgMXp8AlFWFuP1qKaJZOtPpVXg==", + "dev": true, + "dependencies": { + "debug": "2.6.9", + "depd": "2.0.0", + "destroy": "1.2.0", + "encodeurl": "~1.0.2", + "escape-html": "~1.0.3", + "etag": "~1.8.1", + "fresh": "0.5.2", + "http-errors": "2.0.0", + "mime": "1.6.0", + "ms": "2.1.3", + "on-finished": "2.4.1", + "range-parser": "~1.2.1", + "statuses": "2.0.1" + }, + "engines": { + "node": ">= 0.8.0" + } + }, "node_modules/set-function-length": { "version": "1.2.2", "resolved": "https://registry.npmjs.org/set-function-length/-/set-function-length-1.2.2.tgz", From 0a8746839fb986ac32ad6625900c0601171f83b4 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Thu, 12 Sep 2024 17:02:02 +0200 Subject: [PATCH 45/70] chore: formatting --- package-lock.json | 380 +++++++++++---------------- src/app/shared/topic-model.shared.ts | 23 +- 2 files changed, 159 insertions(+), 244 deletions(-) diff --git a/package-lock.json b/package-lock.json index bbe9a76..056419a 100644 --- a/package-lock.json +++ b/package-lock.json @@ -103,12 +103,12 @@ } }, "node_modules/@angular-devkit/architect": { - "version": "0.1802.3", - "resolved": "https://registry.npmjs.org/@angular-devkit/architect/-/architect-0.1802.3.tgz", - "integrity": "sha512-WQ2AmkUKy1bqrDlNfozW8+VT2Tv/Fdmu4GIXps3ytZANyAKiIvTzmmql2cRCXXraa9FNMjLWNvz+qolDxWVdYQ==", + "version": "0.1802.4", + "resolved": "https://registry.npmjs.org/@angular-devkit/architect/-/architect-0.1802.4.tgz", + "integrity": "sha512-VH7AwGng1zuWPTJoH1IgHYeNhqZIgzlwDx39JPmArZAW/WZHDILWB7ipbTNw0R4U4VncrXJqDmMVex7NdHP6sg==", "dev": true, "dependencies": { - "@angular-devkit/core": "18.2.3", + "@angular-devkit/core": "18.2.4", "rxjs": "7.8.1" }, "engines": { @@ -118,16 +118,16 @@ } }, "node_modules/@angular-devkit/build-angular": { - "version": "18.2.3", - "resolved": "https://registry.npmjs.org/@angular-devkit/build-angular/-/build-angular-18.2.3.tgz", - "integrity": 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a/src/app/shared/topic-model.shared.ts b/src/app/shared/topic-model.shared.ts index e4eb0c4..f111e93 100644 --- a/src/app/shared/topic-model.shared.ts +++ b/src/app/shared/topic-model.shared.ts @@ -22,7 +22,7 @@ export class TopicModel { public topicWordCounts: any; public wordTopicCounts: any; public vocabCounts: any; - public topicWeights: number[] + public topicWeights: number[]; public topicScores: any; public numIterations: number = 100; @@ -101,7 +101,7 @@ export class TopicModel { } for (let topic = 0; topic < this.numTopics; topic++) { - this.topicWordCounts[topic].sort((a: { count: number; }, b: { count: number; }) => b.count - a.count); + this.topicWordCounts[topic].sort((a: { count: number }, b: { count: number }) => b.count - a.count); } } @@ -122,7 +122,8 @@ export class TopicModel { let currentWordTopicCounts = this.wordTopicCounts[token.text]; currentWordTopicCounts[token.topic]--; textDocument.topicCounts[token.topic]--; - topicNormalizer[token.topic] = 1.0 / (this.vocabSize * this.topicWordSmoothing + this.tokensPerTopic[token.topic]); + topicNormalizer[token.topic] = + 1.0 / (this.vocabSize * this.topicWordSmoothing + this.tokensPerTopic[token.topic]); let sum = 0.0; for (let topic = 0; topic < this.numTopics; topic++) { @@ -133,7 +134,9 @@ export class TopicModel { topicNormalizer[topic]; } else { this.topicWeights[topic] = - (this.docTopicSmoothing + textDocument.topicCounts[topic]) * this.topicWordSmoothing * topicNormalizer[topic]; + (this.docTopicSmoothing + textDocument.topicCounts[topic]) * + this.topicWordSmoothing * + topicNormalizer[topic]; } sum += this.topicWeights[topic]; } @@ -156,7 +159,8 @@ export class TopicModel { } textDocument.topicCounts[token.topic]++; - topicNormalizer[token.topic] = 1.0 / (this.vocabSize * this.topicWordSmoothing + this.tokensPerTopic[token.topic]); + topicNormalizer[token.topic] = + 1.0 / (this.vocabSize * this.topicWordSmoothing + this.tokensPerTopic[token.topic]); } } @@ -178,14 +182,9 @@ export class TopicModel { this.textCorpus.textDocuments.map((doc, i) => { let topic = -1; let score = -1; - for ( - let selectedTopic = 0; - selectedTopic < this.numTopics; - selectedTopic++ - ) { + for (let selectedTopic = 0; selectedTopic < this.numTopics; selectedTopic++) { let tempScore = - (doc.topicCounts![selectedTopic] + this.docSortSmoothing) / - (doc.tokens.length + this.sumDocSortSmoothing); + (doc.topicCounts![selectedTopic] + this.docSortSmoothing) / (doc.tokens.length + this.sumDocSortSmoothing); if (tempScore >= score) { score = tempScore; topic = selectedTopic; From b24dea7648864f7573d3a4461d1298a37d60ef28 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Fri, 13 Sep 2024 12:39:46 +0200 Subject: [PATCH 46/70] feat: default dark theme --- src/index.html | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/src/index.html b/src/index.html index 9d67185..327839a 100644 --- a/src/index.html +++ b/src/index.html @@ -1,13 +1,13 @@ - - - - - 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z9ZfZ{85Ls(KXBEQU$W>5)9U)nb5BI0_rY#xHqVh|wY8h?o_@`g>Is!T`pn-?V6ztv z--PYgOrCfNy0=>0dY`(Qve~9TTFt(|3%a5ET@i=g*F_W9WW=WZz~3(M>WSl4O9;)c zc4NP%*;>`BEbnT)5A^+^Yhm^Mfn6m%ZX7jYAbOIb$)ZC1*h0eBJF%TrW5<|x0h+G> zTOzdUb=XDDdD08+a^IoBe7nL!z}LXls&)tddLS*#fu8Y>Cegi00&pM8t!eS{HM6RM z+31)Jq$v(HM?tGc3i7d3->Ft$gf%sx9$&2kO)0`o1~ zqv1U$X8!Ixb${A}aXl(Ur>Tc$!mIhZ*6N9Zc0es&e*MqnE0DEBnnvj2|sbPaGT$ From 0fc14a36f42f9857f59ab4794cdc74f099c77a8a Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Fri, 13 Sep 2024 12:40:08 +0200 Subject: [PATCH 48/70] feat: open external links in browser --- app/main.ts | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/app/main.ts b/app/main.ts index 0471411..855ac12 100644 --- a/app/main.ts +++ b/app/main.ts @@ -1,4 +1,4 @@ -import { app, BrowserWindow } from 'electron'; +import { app, BrowserWindow, shell } from 'electron'; import * as fs from 'fs'; import * as path from 'path'; @@ -34,6 +34,12 @@ function createWindow(): BrowserWindow { browserWindow.loadURL(url.href); } + // Open external links in the default browser + browserWindow.webContents.setWindowOpenHandler(({ url }) => { + shell.openExternal(url); + return { action: 'deny' }; + }); + return browserWindow; } From 53239d510234fe9ee8960cac9e544ef0927e343e Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Fri, 13 Sep 2024 12:43:10 +0200 Subject: [PATCH 49/70] feat: add navbar --- src/app/app.component.html | 38 +++++++++++++++++++++++++++++++++++++ src/app/app.component.scss | 3 +++ src/app/app.component.ts | 39 ++++++++++++++++++++++++++++++++++++-- 3 files changed, 78 insertions(+), 2 deletions(-) diff --git a/src/app/app.component.html b/src/app/app.component.html index 2934ad1..84345a0 100644 --- a/src/app/app.component.html +++ b/src/app/app.component.html @@ -1 +1,39 @@ + + + + diff --git a/src/app/app.component.scss b/src/app/app.component.scss index e69de29..fab87bc 100644 --- a/src/app/app.component.scss +++ b/src/app/app.component.scss @@ -0,0 +1,3 @@ +nav button { + border: none; +} diff --git a/src/app/app.component.ts b/src/app/app.component.ts index cafffbf..8782d65 100644 --- a/src/app/app.component.ts +++ b/src/app/app.component.ts @@ -1,12 +1,47 @@ import { Component } from '@angular/core'; import { RouterOutlet } from '@angular/router'; +import { FaIconComponent } from '@fortawesome/angular-fontawesome'; +import { faDownload, faLayerGroup, faMoon, faSun } from '@fortawesome/free-solid-svg-icons'; import { HomeComponent } from './pages/home/home.component'; +import { ModelComponent } from './pages/model/model.component'; @Component({ selector: 'app-root', standalone: true, - imports: [RouterOutlet, HomeComponent], + imports: [FaIconComponent, RouterOutlet, HomeComponent, ModelComponent], templateUrl: './app.component.html', styleUrl: './app.component.scss', }) -export class AppComponent {} +export class AppComponent { + public faDownload = faDownload; + public faLayerGroup = faLayerGroup; + public faSun = faSun; + public faMoon = faMoon; + + #theme: 'dark' | 'light' = 'dark'; + + /** + * Toggles the theme between light and dark mode. + */ + public toggleTheme() { + this.#theme = this.isDarkTheme ? 'light' : 'dark'; + const root = document.getElementById('root'); + if (root) { + root.setAttribute('data-theme', this.#theme); + } + } + + /** + * True if the current theme is dark. + */ + public get isDarkTheme(): boolean { + return this.#theme === 'dark'; + } + + /** + * True if the current theme is light. + */ + public get isLightTheme(): boolean { + return this.#theme === 'light'; + } +} From 8b2a1d6fc1392be95f63c3132108bdeace41ed9e Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 17 Sep 2024 18:00:02 +0200 Subject: [PATCH 50/70] chore: update dependencies --- package-lock.json | 446 ++++++++++++++++++++++++++++++++++++++-------- package.json | 2 + 2 files changed, 378 insertions(+), 70 deletions(-) diff --git a/package-lock.json b/package-lock.json index 056419a..b3de3d3 100644 --- a/package-lock.json +++ b/package-lock.json @@ -19,7 +19,9 @@ "@angular/router": "^18.0.0", "@fortawesome/angular-fontawesome": "^0.15.0", "@fortawesome/free-solid-svg-icons": "^6.5.2", + "@swimlane/ngx-charts": "^20.5.0", "bulma": "^1.0.1", + "dexie": "^4.0.8", "rxjs": "~7.8.0", "tslib": "^2.3.0", "zone.js": "~0.14.3" @@ -504,6 +506,23 @@ } } }, + "node_modules/@angular/cdk": { + "version": "18.2.4", + "resolved": "https://registry.npmjs.org/@angular/cdk/-/cdk-18.2.4.tgz", + "integrity": "sha512-o+TuxZDqStfkviEkCR05pVyP6R2RIruEs/45Cms76hlsIheMoxRaxir/yrHdh4tZESJJhcO/EVE+aymNIRWAfg==", + "peer": true, + "dependencies": { + "tslib": "^2.3.0" + }, + "optionalDependencies": { + "parse5": "^7.1.2" + }, + "peerDependencies": { + "@angular/common": "^18.0.0 || ^19.0.0", + "@angular/core": "^18.0.0 || ^19.0.0", + "rxjs": "^6.5.3 || ^7.4.0" + } + }, "node_modules/@angular/cli": { "version": "18.2.4", "resolved": "https://registry.npmjs.org/@angular/cli/-/cli-18.2.4.tgz", @@ -3255,9 +3274,9 @@ } }, "node_modules/@eslint-community/regexpp": { - "version": "4.11.0", - "resolved": "https://registry.npmjs.org/@eslint-community/regexpp/-/regexpp-4.11.0.tgz", - "integrity": "sha512-G/M/tIiMrTAxEWRfLfQJMmGNX28IxBg4PBz8XqQhqUHLFI6TL2htpIB1iQCj144V5ee/JaKyT9/WZ0MGZWfA7A==", + "version": "4.11.1", + "resolved": "https://registry.npmjs.org/@eslint-community/regexpp/-/regexpp-4.11.1.tgz", + "integrity": "sha512-m4DVN9ZqskZoLU5GlWZadwDnYo3vAEydiUayB9widCl9ffWx2IvPnp6n3on5rJmziJSw9Bv+Z3ChDVdMwXCY8Q==", "dev": true, "engines": { "node": "^12.0.0 || ^14.0.0 || >=16.0.0" @@ -3358,9 +3377,9 @@ } }, "node_modules/@eslint/js": { - "version": "8.57.0", - "resolved": "https://registry.npmjs.org/@eslint/js/-/js-8.57.0.tgz", - "integrity": "sha512-Ys+3g2TaW7gADOJzPt83SJtCDhMjndcDMFVQ/Tj9iA1BfJzFKD9mAUXT3OenpuPHbI6P/myECxRJrofUsDx/5g==", + "version": "8.57.1", + "resolved": "https://registry.npmjs.org/@eslint/js/-/js-8.57.1.tgz", + "integrity": "sha512-d9zaMRSTIKDLhctzH12MtXvJKSSUhaHcjV+2Z+GK+EEY7XKpP5yR4x+N3TAcHTcu963nIr+TMcCb4DBCYX1z6Q==", "dev": true, "engines": { "node": "^12.22.0 || ^14.17.0 || >=16.0.0" @@ -3424,13 +3443,13 @@ } }, "node_modules/@humanwhocodes/config-array": { - "version": "0.11.14", - "resolved": "https://registry.npmjs.org/@humanwhocodes/config-array/-/config-array-0.11.14.tgz", - "integrity": "sha512-3T8LkOmg45BV5FICb15QQMsyUSWrQ8AygVfC7ZG32zOalnqrilm018ZVCw0eapXux8FtA33q8PSRSstjee3jSg==", + "version": "0.13.0", + "resolved": "https://registry.npmjs.org/@humanwhocodes/config-array/-/config-array-0.13.0.tgz", + "integrity": "sha512-DZLEEqFWQFiyK6h5YIeynKx7JlvCYWL0cImfSRXZ9l4Sg2efkFGTuFf6vzXjK1cq6IYkU+Eg/JizXw+TD2vRNw==", "deprecated": "Use @eslint/config-array instead", "dev": true, "dependencies": { - "@humanwhocodes/object-schema": "^2.0.2", + "@humanwhocodes/object-schema": "^2.0.3", "debug": "^4.3.1", "minimatch": "^3.0.5" }, @@ -3510,18 +3529,17 @@ } }, "node_modules/@inquirer/core": { - "version": "9.1.0", - "resolved": "https://registry.npmjs.org/@inquirer/core/-/core-9.1.0.tgz", - "integrity": "sha512-RZVfH//2ytTjmaBIzeKT1zefcQZzuruwkpTwwbe/i2jTl4o9M+iML5ChULzz6iw1Ok8iUBBsRCjY2IEbD8Ft4w==", + "version": "9.2.1", + "resolved": "https://registry.npmjs.org/@inquirer/core/-/core-9.2.1.tgz", + "integrity": "sha512-F2VBt7W/mwqEU4bL0RnHNZmC/OxzNx9cOYxHqnXX3MP6ruYvZUZAW9imgN9+h/uBT/oP8Gh888J2OZSbjSeWcg==", "dev": true, "dependencies": { - "@inquirer/figures": "^1.0.5", - "@inquirer/type": "^1.5.3", + "@inquirer/figures": "^1.0.6", + "@inquirer/type": "^2.0.0", "@types/mute-stream": "^0.0.4", - "@types/node": "^22.5.2", + "@types/node": "^22.5.5", "@types/wrap-ansi": "^3.0.0", "ansi-escapes": "^4.3.2", - "cli-spinners": "^2.9.2", "cli-width": "^4.1.0", "mute-stream": "^1.0.0", "signal-exit": "^4.1.0", @@ -3533,10 +3551,22 @@ "node": ">=18" } }, + "node_modules/@inquirer/core/node_modules/@inquirer/type": { + "version": "2.0.0", + "resolved": "https://registry.npmjs.org/@inquirer/type/-/type-2.0.0.tgz", + "integrity": "sha512-XvJRx+2KR3YXyYtPUUy+qd9i7p+GO9Ko6VIIpWlBrpWwXDv8WLFeHTxz35CfQFUiBMLXlGHhGzys7lqit9gWag==", + "dev": true, + "dependencies": { + "mute-stream": "^1.0.0" + }, + "engines": { + "node": ">=18" + } + }, "node_modules/@inquirer/core/node_modules/@types/node": { - "version": "22.5.4", - "resolved": "https://registry.npmjs.org/@types/node/-/node-22.5.4.tgz", - "integrity": "sha512-FDuKUJQm/ju9fT/SeX/6+gBzoPzlVCzfzmGkwKvRHQVxi4BntVbyIwf6a4Xn62mrvndLiml6z/UBXIdEVjQLXg==", + "version": "22.5.5", + "resolved": "https://registry.npmjs.org/@types/node/-/node-22.5.5.tgz", + "integrity": "sha512-Xjs4y5UPO/CLdzpgR6GirZJx36yScjh73+2NlLlkFRSoQN8B0DpfXPdZGnvVmLRLOsqDpOfTNv7D9trgGhmOIA==", "dev": true, "dependencies": { "undici-types": "~6.19.2" @@ -3571,9 +3601,9 @@ } }, "node_modules/@inquirer/figures": { - 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"integrity": "sha512-q1b3N5QkRUWUl7iyylaaj3kOpIT0N2i9MqIEQXP73GVsN9cw3fdx8X63cEmWhJGi2PPCF23Ijp7ktmd39rawIA==", - "dev": true + "integrity": "sha512-q1b3N5QkRUWUl7iyylaaj3kOpIT0N2i9MqIEQXP73GVsN9cw3fdx8X63cEmWhJGi2PPCF23Ijp7ktmd39rawIA==" }, "node_modules/rimraf": { "version": "3.0.2", diff --git a/package.json b/package.json index 4f0bbf0..53c5df8 100644 --- a/package.json +++ b/package.json @@ -31,7 +31,9 @@ "@angular/router": "^18.0.0", "@fortawesome/angular-fontawesome": "^0.15.0", "@fortawesome/free-solid-svg-icons": "^6.5.2", + "@swimlane/ngx-charts": "^20.5.0", "bulma": "^1.0.1", + "dexie": "^4.0.8", "rxjs": "~7.8.0", "tslib": "^2.3.0", "zone.js": "~0.14.3" From 15760ebb7acaa00de8a0d47ee774b8de30c007ec Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 17 Sep 2024 18:00:14 +0200 Subject: [PATCH 51/70] fix: skip lib check --- tsconfig.json | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tsconfig.json b/tsconfig.json index adbf868..2ec6d7f 100644 --- a/tsconfig.json +++ b/tsconfig.json @@ -13,7 +13,8 @@ "target": "ES2022", "typeRoots": ["node_modules/@types"], "lib": ["es2017", "es2016", "es2015", "es2018", "dom", "dom.iterable"], - "useDefineForClassFields": false + "useDefineForClassFields": false, + "skipLibCheck": true }, "exclude": ["node_modules"], "angularCompilerOptions": { From 9495573af52b57e65b23d64ff0d7f27a06955c15 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 17 Sep 2024 18:00:28 +0200 Subject: [PATCH 52/70] feat: provide animations --- src/app/app.config.ts | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/app/app.config.ts b/src/app/app.config.ts index 7afc797..2df9126 100644 --- a/src/app/app.config.ts +++ b/src/app/app.config.ts @@ -1,8 +1,8 @@ import { ApplicationConfig, provideZoneChangeDetection } from '@angular/core'; +import { provideAnimations } from '@angular/platform-browser/animations'; import { provideRouter } from '@angular/router'; - import { routes } from './app.routes'; export const appConfig: ApplicationConfig = { - providers: [provideZoneChangeDetection({ eventCoalescing: true }), provideRouter(routes)], + providers: [provideZoneChangeDetection({ eventCoalescing: true }), provideRouter(routes), provideAnimations()], }; From 1166b59564fa0b85b8d85353baa2cefb31ba78b8 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 17 Sep 2024 18:02:39 +0200 Subject: [PATCH 53/70] feat: show toast --- src/app/components/toast/toast.component.ts | 20 +++++++++++++++++--- src/app/services/toast.service.ts | 2 +- 2 files changed, 18 insertions(+), 4 deletions(-) diff --git a/src/app/components/toast/toast.component.ts b/src/app/components/toast/toast.component.ts index 95cbdce..a847f76 100644 --- a/src/app/components/toast/toast.component.ts +++ b/src/app/components/toast/toast.component.ts @@ -1,4 +1,6 @@ -import { Component, Input } from '@angular/core'; +import { Component } from '@angular/core'; + +type ToastType = 'info' | 'success' | 'warning' | 'danger'; @Component({ selector: 'app-toast', @@ -7,21 +9,33 @@ import { Component, Input } from '@angular/core'; standalone: true, }) export class ToastComponent { - @Input() message: string = ''; - @Input() type: 'info' | 'success' | 'warning' | 'danger' = 'info'; + public message: string = ''; + public type: ToastType = 'info'; + /** + * True if the toast is an info message. + */ public get isInfo(): boolean { return this.type === 'info'; } + /** + * True if the toast is a success message. + */ public get isSuccess(): boolean { return this.type === 'success'; } + /** + * True if the toast is a warning message. + */ public get isWarning(): boolean { return this.type === 'warning'; } + /** + * True if the toast is a danger message. + */ public get isDanger(): boolean { return this.type === 'danger'; } diff --git a/src/app/services/toast.service.ts b/src/app/services/toast.service.ts index cc6b5a2..c0dcaef 100644 --- a/src/app/services/toast.service.ts +++ b/src/app/services/toast.service.ts @@ -1,4 +1,4 @@ -import { ComponentRef, Injectable, ViewContainerRef } from '@angular/core'; +import { ComponentRef, Injectable, signal, ViewContainerRef } from '@angular/core'; import { ToastComponent } from '../components/toast/toast.component'; import { Maybe } from '../shared/types.shared'; From 50f49dae0ec2d0a520a67643a0d9df1cc9ee6138 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 17 Sep 2024 18:03:03 +0200 Subject: [PATCH 54/70] feat: update interfaces --- src/app/shared/interfaces.shared.ts | 25 +++++-------------------- src/app/shared/topic-model.shared.ts | 20 ++++++++++---------- 2 files changed, 15 insertions(+), 30 deletions(-) diff --git a/src/app/shared/interfaces.shared.ts b/src/app/shared/interfaces.shared.ts index d085fe2..bf2c9a1 100644 --- a/src/app/shared/interfaces.shared.ts +++ b/src/app/shared/interfaces.shared.ts @@ -99,6 +99,11 @@ export interface Topic { * Words and their weights of the topic. */ words: TopicWord[]; + + /** + * Overall presence of the topic in the corpus. + */ + presence: number; } /** @@ -115,23 +120,3 @@ export interface TopicWord { */ weight: number; } - -/** - * Represents a message sent from the Web Worker. - */ -export interface WorkerMessage { - /** - * The current iteration of the Gibbs sampler. - */ - currentIteration: number; - - /** - * Maybe the topic model. - */ - model: Maybe; - - /** - * Current topics. - */ - topics: Topic[]; -} diff --git a/src/app/shared/topic-model.shared.ts b/src/app/shared/topic-model.shared.ts index f111e93..5058dca 100644 --- a/src/app/shared/topic-model.shared.ts +++ b/src/app/shared/topic-model.shared.ts @@ -1,4 +1,4 @@ -import { TextCorpus, Topic } from './interfaces.shared'; +import { TextCorpus, TextDocument, Topic } from './interfaces.shared'; import { Maybe } from './types.shared'; import { getZeroVector } from './utils.shared'; @@ -18,7 +18,7 @@ export class TopicModel { public sumDocSortSmoothing: number; public vocabSize: number; public tokensPerTopic: number[]; - public textCorpus: TextCorpus; + public textDocuments: TextDocument[]; public topicWordCounts: any; public wordTopicCounts: any; public vocabCounts: any; @@ -26,16 +26,16 @@ export class TopicModel { public topicScores: any; public numIterations: number = 100; - constructor(textCorpus: TextCorpus, options: TopicModelOptions) { + constructor(textDocuments: TextDocument[], vocabSize: number, options: TopicModelOptions) { this.numTopics = options.numTopics || 10; this.docTopicSmoothing = options.docTopicSmoothing || 0.1; this.topicWordSmoothing = options.topicWordSmoothing || 0.01; this.docSortSmoothing = options.docSortSmoothing || 10.0; this.sumDocSortSmoothing = this.docSortSmoothing * this.numTopics; - this.textCorpus = textCorpus; + this.textDocuments = textDocuments; this.tokensPerTopic = getZeroVector(this.numTopics); - this.vocabSize = this.textCorpus.vocabSize; + this.vocabSize = vocabSize; this.vocabCounts = {}; this.topicWeights = getZeroVector(this.numTopics); @@ -44,7 +44,7 @@ export class TopicModel { this.topicWordCounts = []; this.wordTopicCounts = {}; - for (const textDocument of this.textCorpus.textDocuments) { + for (const textDocument of this.textDocuments) { textDocument.topicCounts = getZeroVector(this.numTopics); for (const token of textDocument.tokens) { token.topic = this.getRandomTopic(); @@ -111,7 +111,7 @@ export class TopicModel { public update(): void { const topicNormalizer = this.getTopicNormalizer(); - for (const textDocument of this.textCorpus.textDocuments) { + for (const textDocument of this.textDocuments) { for (const token of textDocument.tokens) { if (!token.topic || !textDocument.topicCounts) { // TODO @@ -172,14 +172,14 @@ export class TopicModel { let id = 0; for (const words of this.topicWordCounts) { - topics.push({ id, words: words.slice(0, numWords) }); + topics.push({ id, words: words.slice(0, numWords), presence: this.topicScores[id] }); } return topics; } calcDominantTopic() { - this.textCorpus.textDocuments.map((doc, i) => { + this.textDocuments.map((doc, i) => { let topic = -1; let score = -1; for (let selectedTopic = 0; selectedTopic < this.numTopics; selectedTopic++) { @@ -192,6 +192,6 @@ export class TopicModel { } this.topicScores[topic] += 1; }); - this.topicScores = this.topicScores.map((val: number) => val / this.textCorpus.textDocuments.length); + this.topicScores = this.topicScores.map((val: number) => val / this.textDocuments.length); } } From e63ba66a15b68724f5545507882e10afc39804af Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 17 Sep 2024 18:03:30 +0200 Subject: [PATCH 55/70] feat: sort imports --- src/app/services/toast.service.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/app/services/toast.service.ts b/src/app/services/toast.service.ts index c0dcaef..cc6b5a2 100644 --- a/src/app/services/toast.service.ts +++ b/src/app/services/toast.service.ts @@ -1,4 +1,4 @@ -import { ComponentRef, Injectable, signal, ViewContainerRef } from '@angular/core'; +import { ComponentRef, Injectable, ViewContainerRef } from '@angular/core'; import { ToastComponent } from '../components/toast/toast.component'; import { Maybe } from '../shared/types.shared'; From f8255586a455f61d58964ab786985d3cb6beb550 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 17 Sep 2024 18:03:40 +0200 Subject: [PATCH 56/70] feat: use signals --- src/app/components/topics-table/topics-table.component.html | 4 ++-- src/app/components/topics-table/topics-table.component.ts | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/src/app/components/topics-table/topics-table.component.html b/src/app/components/topics-table/topics-table.component.html index 4e61a86..d490986 100644 --- a/src/app/components/topics-table/topics-table.component.html +++ b/src/app/components/topics-table/topics-table.component.html @@ -1,10 +1,10 @@
- @for (topic of topics; track topic.id) { + @for (topic of topics(); track topic.id) { @for (word of topic.words; track word) { - + } } diff --git a/src/app/components/topics-table/topics-table.component.ts b/src/app/components/topics-table/topics-table.component.ts index 5f09d74..1aac6fc 100644 --- a/src/app/components/topics-table/topics-table.component.ts +++ b/src/app/components/topics-table/topics-table.component.ts @@ -1,4 +1,4 @@ -import { Component, Input } from '@angular/core'; +import { Component, input } from '@angular/core'; import { Topic } from '../../shared/interfaces.shared'; @Component({ @@ -8,5 +8,5 @@ import { Topic } from '../../shared/interfaces.shared'; standalone: true, }) export class TopicsTableComponent { - @Input() topics!: Topic[]; + public readonly topics = input.required(); } From 37fe910f2a4c3bef62b6dab76d5204a162b62929 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 17 Sep 2024 18:03:57 +0200 Subject: [PATCH 57/70] feat: use signals --- .../training-modal.component.html | 7 +++--- .../training-modal.component.ts | 24 +++++++++++-------- 2 files changed, 18 insertions(+), 13 deletions(-) diff --git a/src/app/components/training-modal/training-modal.component.html b/src/app/components/training-modal/training-modal.component.html index e1b292e..744ebf7 100644 --- a/src/app/components/training-modal/training-modal.component.html +++ b/src/app/components/training-modal/training-modal.component.html @@ -1,13 +1,14 @@ -
+
- +
+
- +
diff --git a/src/app/components/training-modal/training-modal.component.ts b/src/app/components/training-modal/training-modal.component.ts index 3c64f13..35843f5 100644 --- a/src/app/components/training-modal/training-modal.component.ts +++ b/src/app/components/training-modal/training-modal.component.ts @@ -1,22 +1,26 @@ -import { Component, EventEmitter, Input, Output } from '@angular/core'; +import { Component, input, output } from '@angular/core'; +import { Topic } from '../../shared/interfaces.shared'; import { TopicsTableComponent } from '../topics-table/topics-table.component'; @Component({ selector: 'app-training-modal', - standalone: true, - imports: [TopicsTableComponent], templateUrl: './training-modal.component.html', styleUrl: './training-modal.component.scss', + imports: [TopicsTableComponent], + standalone: true, }) -export class ProcessingModalComponent { - @Input() isActive = false; - @Input() currentValue: number = 0; - @Input() maxValue: number = 0; - @Input() topics: any[] = []; - @Output() cancel = new EventEmitter(); +export class TrainingModalComponent { + public readonly isTraining = input(false); + public readonly currentValue = input(0); + public readonly maxValue = input(0); + public readonly topics = input([]); + + public readonly cancel = output(); + /** + * Cancels the training process. + */ public onCancel(): void { this.cancel.emit(); - this.isActive = false; } } From 4a15b37ff380f83d0e2c2b6fd1529961a8a5a851 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 17:50:31 +0100 Subject: [PATCH 58/70] feat: navbar component --- .../components/navbar/navbar.component.html | 51 ++++++++++++++ .../components/navbar/navbar.component.scss | 3 + src/app/components/navbar/navbar.component.ts | 69 +++++++++++++++++++ 3 files changed, 123 insertions(+) create mode 100644 src/app/components/navbar/navbar.component.html create mode 100644 src/app/components/navbar/navbar.component.scss create mode 100644 src/app/components/navbar/navbar.component.ts diff --git a/src/app/components/navbar/navbar.component.html b/src/app/components/navbar/navbar.component.html new file mode 100644 index 0000000..d8fa37a --- /dev/null +++ b/src/app/components/navbar/navbar.component.html @@ -0,0 +1,51 @@ + diff --git a/src/app/components/navbar/navbar.component.scss b/src/app/components/navbar/navbar.component.scss new file mode 100644 index 0000000..fab87bc --- /dev/null +++ b/src/app/components/navbar/navbar.component.scss @@ -0,0 +1,3 @@ +nav button { + border: none; +} diff --git a/src/app/components/navbar/navbar.component.ts b/src/app/components/navbar/navbar.component.ts new file mode 100644 index 0000000..4ebc88d --- /dev/null +++ b/src/app/components/navbar/navbar.component.ts @@ -0,0 +1,69 @@ +import { ChangeDetectionStrategy, Component, inject } from '@angular/core'; +import { FaIconComponent } from '@fortawesome/angular-fontawesome'; +import { faDownload, faLayerGroup, faMoon, faRotateLeft, faSun, faUpload } from '@fortawesome/free-solid-svg-icons'; +import { ModelService } from '../../services/model.service'; +import { Router } from '@angular/router'; + +@Component({ + selector: 'app-navbar', + templateUrl: './navbar.component.html', + styleUrl: './navbar.component.scss', + standalone: true, + imports: [FaIconComponent] +}) +export class NavbarComponent { + #theme: 'dark' | 'light' = 'dark'; + #modelService = inject(ModelService); + #router = inject(Router); + + public readonly hasModel = this.#modelService.hasModel; + + public readonly faLayerGroup = faLayerGroup; + public readonly faRotateLeft = faRotateLeft; + public readonly faDownload = faDownload; + public readonly faSun = faSun; + public readonly faMoon = faMoon; + public readonly faUpload = faUpload; + + /** + * Uploads a previously saved model. + */ + public uploadModel(): void { + // this.#modelService.setModel(); + } + + /** + * Downloads the current model. + */ + public downloadModel(): void {} + + /** + * Resets the current model. + */ + public async clearModel(): Promise { + await this.#modelService.clearModel(); + await this.#router.navigate(['/']); + } + + /** + * Toggles the theme between light and dark mode. + */ + public toggleTheme() { + this.#theme = this.isDarkTheme ? 'light' : 'dark'; + document.getElementById('root')?.setAttribute('data-theme', this.#theme); + } + + /** + * True if the current theme is dark. + */ + public get isDarkTheme(): boolean { + return this.#theme === 'dark'; + } + + /** + * True if the current theme is light. + */ + public get isLightTheme(): boolean { + return this.#theme === 'light'; + } +} From 2e373f6e393048797c3f709a9291e46ed6733ca9 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 17:51:08 +0100 Subject: [PATCH 59/70] feat: topic bar component --- .../topic-bar/topic-bar.component.html | 1 + .../topic-bar/topic-bar.component.scss | 13 +++++++ .../topic-bar/topic-bar.component.ts | 38 +++++++++++++++++++ 3 files changed, 52 insertions(+) create mode 100644 src/app/components/topic-bar/topic-bar.component.html create mode 100644 src/app/components/topic-bar/topic-bar.component.scss create mode 100644 src/app/components/topic-bar/topic-bar.component.ts diff --git a/src/app/components/topic-bar/topic-bar.component.html b/src/app/components/topic-bar/topic-bar.component.html new file mode 100644 index 0000000..5b2577d --- /dev/null +++ b/src/app/components/topic-bar/topic-bar.component.html @@ -0,0 +1 @@ +
{{ label }}
diff --git a/src/app/components/topic-bar/topic-bar.component.scss b/src/app/components/topic-bar/topic-bar.component.scss new file mode 100644 index 0000000..9a9ac11 --- /dev/null +++ b/src/app/components/topic-bar/topic-bar.component.scss @@ -0,0 +1,13 @@ +.box { + border: solid 1px grey; + cursor: pointer; + white-space: nowrap; + overflow: hidden; + text-overflow: ellipsis; +} + +@media (prefers-color-scheme: dark) { + .box { + border-color: white; + } +} diff --git a/src/app/components/topic-bar/topic-bar.component.ts b/src/app/components/topic-bar/topic-bar.component.ts new file mode 100644 index 0000000..1a8044b --- /dev/null +++ b/src/app/components/topic-bar/topic-bar.component.ts @@ -0,0 +1,38 @@ +import { NgStyle } from '@angular/common'; +import { Component, inject, input } from '@angular/core'; +import { Topic } from '../../shared/interfaces.shared'; +import { Router } from '@angular/router'; + +@Component({ + selector: 'app-topic-bar', + templateUrl: './topic-bar.component.html', + styleUrl: './topic-bar.component.scss', + imports: [NgStyle], + standalone: true, +}) +export class TopicBarComponent { + #router = inject(Router); + + readonly topic = input.required(); + + /** + * Label for the topic bar (the first 10 words). + */ + public get label(): string { + return this.topic() + .words.slice(0, 10) + .map((word) => word.text) + .join(' '); + } + + public get width(): string { + return `calc(50% + ${Math.round(this.topic().presence * 100)}%)`; + } + + /** + * Navigates to the topic page. + */ + public onClick(): void { + this.#router.navigate(['topics', this.topic().id]); + } +} From 00e7e682e94e5f5f6f46241907dd17fee29d835e Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 17:52:22 +0100 Subject: [PATCH 60/70] feat: training modal --- .../training-modal/training-modal.component.html | 8 ++++---- .../training-modal/training-modal.component.ts | 16 ++++++++++------ 2 files changed, 14 insertions(+), 10 deletions(-) diff --git a/src/app/components/training-modal/training-modal.component.html b/src/app/components/training-modal/training-modal.component.html index 744ebf7..df40ed0 100644 --- a/src/app/components/training-modal/training-modal.component.html +++ b/src/app/components/training-modal/training-modal.component.html @@ -1,14 +1,14 @@ -
+
- +
- - +
diff --git a/src/app/components/training-modal/training-modal.component.ts b/src/app/components/training-modal/training-modal.component.ts index 35843f5..e7f15ea 100644 --- a/src/app/components/training-modal/training-modal.component.ts +++ b/src/app/components/training-modal/training-modal.component.ts @@ -1,6 +1,7 @@ -import { Component, input, output } from '@angular/core'; -import { Topic } from '../../shared/interfaces.shared'; +import { Component, inject, output } from '@angular/core'; +import { ModelService } from '../../services/model.service'; import { TopicsTableComponent } from '../topics-table/topics-table.component'; +import { ToastService } from '../../services/toast.service'; @Component({ selector: 'app-training-modal', @@ -10,10 +11,12 @@ import { TopicsTableComponent } from '../topics-table/topics-table.component'; standalone: true, }) export class TrainingModalComponent { - public readonly isTraining = input(false); - public readonly currentValue = input(0); - public readonly maxValue = input(0); - public readonly topics = input([]); + #modelService = inject(ModelService); + #toastService = inject(ToastService); + + public readonly isTraining = this.#modelService.isTraining; + public readonly currentIteration = this.#modelService.currentIteration; + public readonly numIterations = this.#modelService.numIterations; public readonly cancel = output(); @@ -21,6 +24,7 @@ export class TrainingModalComponent { * Cancels the training process. */ public onCancel(): void { + this.#toastService.showInfoToast(`You have stopped training after ${this.currentIteration} iterations.`); this.cancel.emit(); } } From 09a5b8cd812bc9ee7b5cf9243963354b48947a1a Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 17:52:52 +0100 Subject: [PATCH 61/70] feat: topic bar component --- .../components/training-modal/training-modal.component.html | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/app/components/training-modal/training-modal.component.html b/src/app/components/training-modal/training-modal.component.html index df40ed0..4f36fff 100644 --- a/src/app/components/training-modal/training-modal.component.html +++ b/src/app/components/training-modal/training-modal.component.html @@ -1,9 +1,9 @@ -
+
- +
From addd0db9a008a7a20e28679ac68129a3cdaad8c6 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 17:53:07 +0100 Subject: [PATCH 62/70] feat: add todos --- src/app/components/navbar/navbar.component.ts | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/src/app/components/navbar/navbar.component.ts b/src/app/components/navbar/navbar.component.ts index 4ebc88d..bc72f34 100644 --- a/src/app/components/navbar/navbar.component.ts +++ b/src/app/components/navbar/navbar.component.ts @@ -1,15 +1,15 @@ -import { ChangeDetectionStrategy, Component, inject } from '@angular/core'; +import { Component, inject } from '@angular/core'; +import { Router } from '@angular/router'; import { FaIconComponent } from '@fortawesome/angular-fontawesome'; import { faDownload, faLayerGroup, faMoon, faRotateLeft, faSun, faUpload } from '@fortawesome/free-solid-svg-icons'; import { ModelService } from '../../services/model.service'; -import { Router } from '@angular/router'; @Component({ selector: 'app-navbar', templateUrl: './navbar.component.html', styleUrl: './navbar.component.scss', standalone: true, - imports: [FaIconComponent] + imports: [FaIconComponent], }) export class NavbarComponent { #theme: 'dark' | 'light' = 'dark'; @@ -29,13 +29,15 @@ export class NavbarComponent { * Uploads a previously saved model. */ public uploadModel(): void { - // this.#modelService.setModel(); + // TODO: implement this } /** * Downloads the current model. */ - public downloadModel(): void {} + public downloadModel(): void { + // TODO: implement this + } /** * Resets the current model. From ab79f6405b82828f172fd9b6cd14a68763546499 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 17:53:55 +0100 Subject: [PATCH 63/70] feat: add routes --- src/app/app.routes.ts | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/src/app/app.routes.ts b/src/app/app.routes.ts index dc39edb..6615629 100644 --- a/src/app/app.routes.ts +++ b/src/app/app.routes.ts @@ -1,3 +1,11 @@ import { Routes } from '@angular/router'; +import { modelGuard } from './guards/model.guard'; +import { DocumentComponent, DocumentsComponent, SettingsComponent, TopicComponent, TopicsComponent } from './pages'; -export const routes: Routes = []; +export const routes: Routes = [ + { path: '', component: SettingsComponent }, + { path: 'topics', component: TopicsComponent, canActivate: [modelGuard] }, + { path: 'topics/:id', component: TopicComponent, canActivate: [modelGuard] }, + { path: 'documents', component: DocumentsComponent, canActivate: [modelGuard] }, + { path: 'documents/:id', component: DocumentComponent, canActivate: [modelGuard] }, +]; From cb756913ea9310f0c025a42c07621be08c70d982 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 17:54:33 +0100 Subject: [PATCH 64/70] feat: app componetn --- src/app/app.component.html | 43 +++++------------------------------- src/app/app.component.scss | 3 --- src/app/app.component.ts | 45 ++++++++++---------------------------- 3 files changed, 17 insertions(+), 74 deletions(-) diff --git a/src/app/app.component.html b/src/app/app.component.html index 84345a0..f51f6ba 100644 --- a/src/app/app.component.html +++ b/src/app/app.component.html @@ -1,39 +1,8 @@ - - - - - + + diff --git a/src/app/app.component.scss b/src/app/app.component.scss index fab87bc..e69de29 100644 --- a/src/app/app.component.scss +++ b/src/app/app.component.scss @@ -1,3 +0,0 @@ -nav button { - border: none; -} diff --git a/src/app/app.component.ts b/src/app/app.component.ts index 8782d65..216163a 100644 --- a/src/app/app.component.ts +++ b/src/app/app.component.ts @@ -1,47 +1,24 @@ -import { Component } from '@angular/core'; +import { AfterViewInit, Component, inject, viewChild, ViewContainerRef } from '@angular/core'; import { RouterOutlet } from '@angular/router'; -import { FaIconComponent } from '@fortawesome/angular-fontawesome'; -import { faDownload, faLayerGroup, faMoon, faSun } from '@fortawesome/free-solid-svg-icons'; -import { HomeComponent } from './pages/home/home.component'; -import { ModelComponent } from './pages/model/model.component'; +import { NavbarComponent } from './components/navbar/navbar.component'; +import { ToastService } from './services/toast.service'; @Component({ selector: 'app-root', - standalone: true, - imports: [FaIconComponent, RouterOutlet, HomeComponent, ModelComponent], templateUrl: './app.component.html', styleUrl: './app.component.scss', + imports: [NavbarComponent, RouterOutlet], + standalone: true, }) -export class AppComponent { - public faDownload = faDownload; - public faLayerGroup = faLayerGroup; - public faSun = faSun; - public faMoon = faMoon; - - #theme: 'dark' | 'light' = 'dark'; - - /** - * Toggles the theme between light and dark mode. - */ - public toggleTheme() { - this.#theme = this.isDarkTheme ? 'light' : 'dark'; - const root = document.getElementById('root'); - if (root) { - root.setAttribute('data-theme', this.#theme); - } - } +export class AppComponent implements AfterViewInit { + #toastService = inject(ToastService); - /** - * True if the current theme is dark. - */ - public get isDarkTheme(): boolean { - return this.#theme === 'dark'; - } + public readonly toastContainer = viewChild.required('toastContainer', { read: ViewContainerRef }); /** - * True if the current theme is light. + * Sets the view container reference for the toast service. */ - public get isLightTheme(): boolean { - return this.#theme === 'light'; + public ngAfterViewInit(): void { + this.#toastService.setViewContainerRef(this.toastContainer()); } } From f5e6c41f9f5849f73d054dbbde9ad8cf783cb64a Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 17:55:48 +0100 Subject: [PATCH 65/70] feat: toast service --- src/app/services/toast.service.ts | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/src/app/services/toast.service.ts b/src/app/services/toast.service.ts index cc6b5a2..33bb3c1 100644 --- a/src/app/services/toast.service.ts +++ b/src/app/services/toast.service.ts @@ -2,7 +2,7 @@ import { ComponentRef, Injectable, ViewContainerRef } from '@angular/core'; import { ToastComponent } from '../components/toast/toast.component'; import { Maybe } from '../shared/types.shared'; -@Injectable() +@Injectable({ providedIn: 'root' }) export class ToastService { #toastComponentRef: Maybe>; #viewContainerRef: Maybe; @@ -28,10 +28,17 @@ export class ToastService { this.showToast('warning', message, duration); } + /** + * Shows a warning toast with the given message. + */ + public showInfoToast(message: string, duration: number = 3000) { + this.showToast('info', message, duration); + } + /** * Shows a toast of given type with the given message. */ - public showToast(type: 'warning' | 'danger', message: string, duration: number = 3000) { + public showToast(type: 'info' | 'warning' | 'danger', message: string, duration: number = 3000) { if (this.#toastComponentRef || !this.#viewContainerRef) { return; } From 1ac1d2a8507ef01c4b67ec3c9b2c16e7c4f9bda3 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 17:57:10 +0100 Subject: [PATCH 66/70] feat: model guard --- src/app/guards/model.guard.ts | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) create mode 100644 src/app/guards/model.guard.ts diff --git a/src/app/guards/model.guard.ts b/src/app/guards/model.guard.ts new file mode 100644 index 0000000..8fc9d4e --- /dev/null +++ b/src/app/guards/model.guard.ts @@ -0,0 +1,19 @@ +import { inject } from '@angular/core'; +import { CanActivateFn } from '@angular/router'; +import { ModelService } from '../services/model.service'; +import { ToastService } from '../services/toast.service'; + +/** + * Guard to ensure that a model is available before navigating to a route. + */ +export const modelGuard: CanActivateFn = (_route, _state) => { + const modelService = inject(ModelService); + const toastService = inject(ToastService); + + if (modelService.hasModel()) { + return true; + } else { + toastService.showDangerToast('You must train a model before you can access this page.'); + return false; + } +}; From 13e0e59e9d5c0c8aa1bf8563d8f461d97bca8309 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 18:02:49 +0100 Subject: [PATCH 67/70] feat: corpus service --- src/app/services/corpus.service.ts | 59 ++++++++++++++++++++++++++++++ 1 file changed, 59 insertions(+) create mode 100644 src/app/services/corpus.service.ts diff --git a/src/app/services/corpus.service.ts b/src/app/services/corpus.service.ts new file mode 100644 index 0000000..92e6e8b --- /dev/null +++ b/src/app/services/corpus.service.ts @@ -0,0 +1,59 @@ +import { computed, Injectable, signal } from '@angular/core'; +import { db } from '../database/storage.database'; +import { Corpus, TextDocument } from '../shared/interfaces.shared'; +import { Maybe } from '../shared/types.shared'; + +@Injectable({ providedIn: 'root' }) +export class CorpusService { + public readonly numDocuments = signal(0); + public readonly vocabSize = signal(0); + public readonly hasCorpus = computed(() => this.numDocuments() > 0); + + /** + * Gets the text document with the given ID. + */ + public async getTextDocument(id: string): Promise> { + return await db.getTextDocument(id); + } + + /** + * Gets all text documents. + */ + public async getTextDocuments(): Promise> { + return await db.getTextDocuments(); + } + + /** + * Saves the given text document and increments the number of documents. + */ + public async saveTextDocument(textDocument: TextDocument): Promise { + this.numDocuments.update((numDocuments) => numDocuments + 1); + await db.saveTextDocument(textDocument); + } + + /** + * Saves the given vocabulary and sets the vocabulary size. + */ + public async saveVocabulary(vocabulary: string[]): Promise { + this.vocabSize.set(vocabulary.length); + await db.saveVocabulary(vocabulary); + } + + /** + * Saves the given corpus. + */ + public async saveCorpus(corpus: Corpus): Promise { + await Promise.all([db.saveTextDocuments(corpus.textDocuments), db.saveVocabulary(corpus.vocabulary)]); + } + + /** + * Clears the corpus. + */ + public async clearCorpus(): Promise { + if (this.hasCorpus()) { + this.numDocuments.set(0); + this.vocabSize.set(0); + await Promise.all([db.clearTextDocuments(), db.clearVocabulary()]); + } + } +} From 9d7d45f011a90248df06ca224e1c7c8a26393ce4 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 18:06:57 +0100 Subject: [PATCH 68/70] feat: set after saving --- src/app/services/corpus.service.ts | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/app/services/corpus.service.ts b/src/app/services/corpus.service.ts index 92e6e8b..4a73633 100644 --- a/src/app/services/corpus.service.ts +++ b/src/app/services/corpus.service.ts @@ -27,16 +27,16 @@ export class CorpusService { * Saves the given text document and increments the number of documents. */ public async saveTextDocument(textDocument: TextDocument): Promise { - this.numDocuments.update((numDocuments) => numDocuments + 1); await db.saveTextDocument(textDocument); + this.numDocuments.update((numDocuments) => numDocuments + 1); } /** * Saves the given vocabulary and sets the vocabulary size. */ public async saveVocabulary(vocabulary: string[]): Promise { - this.vocabSize.set(vocabulary.length); await db.saveVocabulary(vocabulary); + this.vocabSize.set(vocabulary.length); } /** @@ -51,9 +51,9 @@ export class CorpusService { */ public async clearCorpus(): Promise { if (this.hasCorpus()) { + await Promise.all([db.clearTextDocuments(), db.clearVocabulary()]); this.numDocuments.set(0); this.vocabSize.set(0); - await Promise.all([db.clearTextDocuments(), db.clearVocabulary()]); } } } From 44a3deaa80e61ee845b9d58cfca208a4cc494a2e Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 18:10:40 +0100 Subject: [PATCH 69/70] feat: model service --- src/app/services/model.service.ts | 63 +++++++++++++++++++++++++++++++ 1 file changed, 63 insertions(+) create mode 100644 src/app/services/model.service.ts diff --git a/src/app/services/model.service.ts b/src/app/services/model.service.ts new file mode 100644 index 0000000..480e544 --- /dev/null +++ b/src/app/services/model.service.ts @@ -0,0 +1,63 @@ +import { Injectable, signal } from '@angular/core'; +import { db } from '../database/storage.database'; +import { Topic, TopicModelOptions } from '../shared/interfaces.shared'; +import { TopicModel } from '../shared/topic-model.shared'; +import { Maybe } from '../shared/types.shared'; + +@Injectable({ providedIn: 'root' }) +export class ModelService { + #model: Maybe; + + public readonly hasModel = signal(false); + public readonly isTraining = signal(false); + + public readonly currentIteration = signal(0); + + public readonly numTopics = signal(10); + public readonly numIterations = signal(1000); + public readonly alpha = signal(0.1); + public readonly beta = signal(0.01); + + /** + * Sets the given model. + */ + public async setModel(model: TopicModel): Promise { + await db.saveModel(model); + this.#model = model; + this.hasModel.set(true); + } + + /** + * Gets the current model. + */ + public async getModel(): Promise> { + return await db.getModel(); + } + + public async getTopics(numWords: number = 10): Promise { + const model = await this.getModel(); + console.error(model) + if (model) { + return model.getTopics(numWords); + } + + return []; + } + + /** + * Resets the current model. + */ + public async clearModel(): Promise { + if (this.hasModel()) { + await db.clearModel(); + this.hasModel.set(false); + } + } + + /** + * Hyperparameter options for the model. + */ + public getOptions(): TopicModelOptions { + return { numTopics: this.numTopics(), numIterations: this.numIterations(), alpha: this.alpha(), beta: this.beta() }; + } +} From 3a2432651be94da67938cdbf3d02e5d4c297fe90 Mon Sep 17 00:00:00 2001 From: severinsimmler Date: Tue, 29 Oct 2024 18:14:39 +0100 Subject: [PATCH 70/70] chore: update dependencies --- package-lock.json | 4822 ++++++++++++++------------------------------- 1 file changed, 1457 insertions(+), 3365 deletions(-) diff --git a/package-lock.json b/package-lock.json index b3de3d3..4ab2f61 100644 --- a/package-lock.json +++ b/package-lock.json @@ -105,12 +105,12 @@ } }, "node_modules/@angular-devkit/architect": { - 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{{ word.word }}{{ word.text }}